{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-means clustering for the Iris data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "import dagstermill\n",
    "\n",
    "from dagster import Field, Int, SolidDefinition\n",
    "\n",
    "context = dagstermill.get_context(\n",
    "    solid_config=3\n",
    ")\n",
    "\n",
    "path = 'iris.data'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv(\n",
    "    path,\n",
    "    names=['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)', 'Species']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)  \\\n",
       "0                5.1               3.5                1.4               0.2   \n",
       "1                4.9               3.0                1.4               0.2   \n",
       "2                4.7               3.2                1.3               0.2   \n",
       "3                4.6               3.1                1.5               0.2   \n",
       "4                5.0               3.6                1.4               0.2   \n",
       "\n",
       "       Species  \n",
       "0  Iris-setosa  \n",
       "1  Iris-setosa  \n",
       "2  Iris-setosa  \n",
       "3  Iris-setosa  \n",
       "4  Iris-setosa  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris['Species'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Sepal length (cm)  Sepal width (cm)  Petal length (cm)  \\\n",
       "count         150.000000        150.000000         150.000000   \n",
       "mean            5.843333          3.054000           3.758667   \n",
       "std             0.828066          0.433594           1.764420   \n",
       "min             4.300000          2.000000           1.000000   \n",
       "25%             5.100000          2.800000           1.600000   \n",
       "50%             5.800000          3.000000           4.350000   \n",
       "75%             6.400000          3.300000           5.100000   \n",
       "max             7.900000          4.400000           6.900000   \n",
       "\n",
       "       Petal width (cm)  \n",
       "count        150.000000  \n",
       "mean           1.198667  \n",
       "std            0.763161  \n",
       "min            0.100000  \n",
       "25%            0.300000  \n",
       "50%            1.300000  \n",
       "75%            1.800000  \n",
       "max            2.500000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"Species\")\n",
    "g.map_diag(plt.hist, alpha=0.5)\n",
    "g.map_upper(plt.scatter, alpha=0.5, marker='x')\n",
    "g.map_lower(sns.kdeplot, shade=True, shade_lowest=False, alpha=0.3)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Famously, while it's easy to see from theese plots that _Iris setosa_ is linearly separable from the other two species, the _versicolor_ and _virginica_ flowers are not linearly separable. We can see this another way by looking at box plots of the measured attributes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11cfa2f98>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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USsVbY9+z9aZEpVRC6Ny5M507d44Yy8zMJDc3FzhUPs/lcjFs2LC4x6dav/otxW3b5oMPPohIpgFWr16tCbVSKoJu+VBKJSzbtqmqqqKmpsbpUFQSqN/uHmD48OFYlnXE85RSyU0TaqVUQiopKeG6667j66+/ZtOmTcyYMcPpkFQrN2LECC655BI8Hg9t2rTh5ptv5tRTT2XKlCnh1uOjRo3ioosucjpUpVSC0S0fSqmE9NZbb7Fly5bw8dy5cxkzZgz5+fkORqVaM8uyuPnmm7nxxhsRkfDK9HnnnceCBQsAmDJlipMhKqUSlK5QK6US0t69exs1plRzc7lcUds8RCS8j18pperThFoplZDOOeeciOO2bdty0kknORSNUkopdXiaUCulEtKwYcO47777aNOmDW3btmXmzJmkp6c7HZZSSikVRRNqpVTCOuOMM+jVqxfdunWje/fuToejlFJKNShmCbWI9BeRVXW+ykTk1nrniIjMEpECEVkjIkNiFY9SSimllIqtTZs2cf7551NQUOB0KHEVs4TaGLPRGPMDY8wPgJOBKmBOvdPOB/qGviYAT8QqHqW+S2FhIXfccQeXXXYZ06dPp7q62umQlFIxVF1dzfTp07n44ou55ZZbwn/833jjDS6//HKuueYaFi9eDMDSpUvZvHkzGzZs4Pnnn8cYw86dO5kyZQo//elPuf/++ykvL3fwp1Eqvmzb5rnnnuOyyy5jwoQJfP755wAsWrSIiRMnUl1dnXQVceJVNm8E8LUxZlu98QuBF02w//lnIpIrIl2MMd/GKS6lAJg6dWq4RNuCBQtwuVzcdtttDkellIqV5557LlwK78CBA9x9993ceOONPPnkk+Fz7rvvPjp06MDdd98d7pb44osv0qlTJ+bMmRNOwj/44AMsy+L3v/99/H8QpRywYMECXnrpJQCKioqYOnUq06dP5/7778cYg4hQUlLC22+/zcUXX+xwtPERr4T658BrDYx3BXbUOS4MjWlCrY5o1qxZzXJJyefzRdQ7Bnjvvfeixr6v/Px8Jk+e3CxzKaWax4oVKyKOd+/ezZIlSyLGbNtm4cKFUa3Hly5dGvXes3LlytgEqlQCqv/7XlNTw8KFCwmujx7y/PPPJ01CHfObEkXEA4wF3mzCHBNEZJmILCsqKmq+4JQC3G43bnfkZ8u0tDSHolFKxUO/fv0ijnNychg8eHDUecOGDYuqST1w4ECOOeaY75xPqdasb9++EceWZXHKKadEnVdWVhavkBwXjxXq84EVxpg9DTy3E6h763630FgEY8xTwFMAQ4cONfWfV8mpOVd9V6xYwR133IHP52PAgAFMmzaNTp06Ndv8SqnEMmHCBPbs2cPKlSvp1KkTt99+OyeddBKbN2/mn//8J6mpqYwfP57TTjuNW2+9lZkzZxIIBBg5ciQ//elPOf744/nTn/5EYWEhAwcOZNKkSU7/SErFzSWXXEJBQQGLFy8mKyuLCRMmcPrpp5OTk0NJSQkAxhh69OjhcKTxI/WX55v9G4i8DrxvjHm+gedGAzcDo4BhwCxjTPRHnDqGDh1qli1bFpNYVXKbNGkStm3z+OOPOx2KquPgB6dZs2Y5HEnzEJHlxpihTscRL4n+nl1dXU1aWlpEF8Ta2losy4q4cjVp0iSMMTz22GPhMWMMXq9X66OrpFVTU4Pb7cblcgHBCh/XXXdd+PnnnnuO/Px8p8JrFo19z47plg8RyQRGAm/XGbtBRG4IHf4T+AYoAJ4GboplPEp9FxEJvykopZJDenp6VEtxj8cTtQ1MRBpsR67JtEpmqampEX83+/XrR69evQDo1atXi0+mj0ZMt3wYYyqB9vXGnqzz2AATYxmDUo0RCAQ4cOAAXq+XlStXaotrB3zxxRcsX76c/Px8zjnnHCzLYtu2bezevRu3201FRQVZWVmUlpby7rvv4vV6Offcc6P2siqllHLOXXfdxS233MLUqVOdDiWu4lXlQ6mENn36dAoLCwH4zW9+w5QpUxg1apTDUSWPd955h5kzZ4aPv/zyS0aPHs2kSZOora0F4JZbbmHmzJnceOONfPttsBDQm2++yVNPPUXXrl0diVsppVSkfv368e677zodRtxpQq2SXkVFBf/6178ixt56662kSKibq/RgU23cuDHi+B//+Acff/xxOJkG+Oabb7j22mvZt29feKyqqorbbruNzp07xy3WhmhpRKWUSm6aUKukZ1kWLpcL27bDYx6Px8GI4qegoICVa1dCrrNxuAIuhEP7WG1js79yP1a92zz2VOzBReQ+990Vu/l2p4Ol60uc+9ZKKaUSgybUKullZGRw6aWX8uqrrwLBBPvKK690OKo4ygX7bPvI58VSIbg+P5RUB44LYHe3SVmcgtQGx+w8m8BpAeRDwSoJJtomzRA4OwAO3hdmLY55OX8VR2+//TbvvPMOaWlpXHXVVZxxxhksX76cgoICAoEAL7/8MldeeSW7d+/m0UcfpaCggJNPPpmJEyeSlZXldPhKKYdoQq0UcP311/PZZ5/h9Xr505/+RPfu3Y/8ItVs7G42draNVWRhcg2mfbCcp2+kD2uXhfEYTBcDFvjP8mN9a4Ef7GNsSI6LCSoOPv30Ux599NHw8bRp03j00Uf5wx/+QE1NDQDPPvssHTp0YM6cOWzatAkIdlYF+O///u/4B62USgiaUCsVkpmZSWZmpibTTskGO7veSnkq2L3rjbmCCbhSza1+vexAIMD7778fTqYP+uyzz8LJ9OFeq5RKLnqtUqmQQCBAdXU1gUDA6VCSkw1SIuCrN14GVDsRkEo2DdXMHTJkSFSd6v79+0fdCNunT5+YxqaUSmy6Qq0UsGjRIjZs2IBt21xxxRU8+OCDHHvssU6HlTTkgOD+1I14BeM2+E/2Y/IM7v+4sYotjBjsvjaB4/XDTmuVCBVnjDG0bduWAwcOICJ07NiR2bNn07lz53CpxpycHJYsWUJGRgYpKSn4fD7S0tIoKSlJiEovWnFGKWdoQq2SXm1tLTNnzgxX+di7dy9//etfeeihhxyOLHm4vnQh3uAqoPgF9yo3di8bqzh4EU2M4Nrkwu5uY3KMk6GqGCkoKGDll+uwM9o5HIkb0tsDwo5ymx3luwEQCW7WL/J5KNqyN3RqDrgNtWLx5Y5ih+I9xKpyPgalkpUm1CrpVVRUUFZWFjG2a9cuh6JJTlIZeUldagQqGzixEsiJS0jKAXZGO7wDxzgdRouVtm6+0yEolbR0D7VKeu3ateP444+PGPvRj37kUDTJyT4m8iZDO8+OuvHQeAwmT1enlVJKJR5NqJUC7r33Xtq1a0dGRga//OUvufbaa50OKakEBgcIDAhgt7MJHBvAf4ofc4zBP9SP3cHG7mrjP8MPKU5HqpRSSkXTLR9KAW3btqVr164A/OIXv3A4miRkQWBgAAZGDts9bOweWiJPKaVUYtMVaqWUUkoppZpAV6hV0lm1ahUvvvgiFRUVjB49mgsvvJA9e/awfft2vF4vjz/+ONdddx0iwrPPPsvSpUvp1asXN9xwQ1TtWfU9VID7KzeUg+ligivTNrjWurD2Wtg5NoHBwXbiVoGFtc0CT3AF27Q3yB7BtcEFAbCPtbF72Q3PqcsF6ntIKdqIZ+96jOWmtsuJ+HO74yrfTerOFYi/Bl+HvtR2Pv7IEymVhD799FNeeuklampquPjiixk9erTTIcWNJtQqqRQXF3PHHXeEO5/NmDGD9u3b8+KLL1JaWgrA7NmzMcZgWRZvvvkmANu2baOwsJBnnnnGsdhbBQMpn6Yg5aGqHuWAADXg2uoCwFXuQqoEu4+Ne82htyhZIvh+5AvWq7aDr7dWWPjSfLi/dEfNGRikNavV0XGVFpK+7T+Hjr9eROWA0WRsXojY/uBY4RfYKen422sjF6Xq2rlzJ3fffXe4Odr06dPp1KkTQ4cOdTiy+NCEWiWVVatWRbURXrx4MZs3b44Y+/TTT3G5XBFjX3/9NUVFReTl5cU8zlarkkOJb4jslmCZvDqsYguTHlnRQ/yCtdUKJ9PhcwutBudkUDPGrZKCu7Qw4liMTcq+zeFkuu55mlCr1qK5mirt378/qtPwQw89RJcuXZo8d0toWKQXRVVS6dmzZ9RY3759adu2bcRYr1696NWrV8RYTk4Oubm5sQyv9UsHkxKZKJs2BpNdbyw9egzAtG9grK1pcE6ljpadHt1UJtCmM/V/m+z0tlHnKZXs0tLSGjXWWn3nCrWIDAfGA2cCXYBq4CtgAfCyMaY05hEq1Yz69OnDNddcwyuvvILP5+O0007joosuokePHuFLVT179uSmm24CoLCwkC1btpCTk8OUKVNISdG6bU3iAv8QP+4VbsQnwf3SxwfADymfpSAVgkk1+If4Me0NdrGNtcfCWIbAcQFMd0OgNIC12QIDdlcbu7eNSTPRcyp1lHzt83GVf0tK8RYQi9rOx+Nv15ua2kpSd60E248/twe1HQceeTKlWojmXPl95plnePXVVzHGcO655/K73/0u6mpva3XYhFpE3gV2AXOB/wH2AmlAP+DHwFwR+V9jzLx4BKpUc7n66qsZN24cNTU1tGsXXJEaPnw4AwYMwO/38+STT4bPfe6559izZw9t27bF4/E4FXKrYroafJ19UANkHBr3jfQFP7KnEb525j/dHxxzE65BHTg+QKBf8EZG0r57TqWOimXhPfYsvD1OBbHAFfylq+18PLV5AxDbj0lJnhU3pY7Wddddx8qVKwG48847HY4mvr5rhfoXxph99cYqgBWhrz+LSIeYRaZUDGVmZpKZmRkxZllWg0lzp06d4hVW8nARnfhKA2MA6Q2MNfTZpqE5k5CIDCV4VfEYDl1VXGiMOeBoYC2JOzV6zOXGuPS2I6WOJFlWpOs77B7q+sm0iGSLSLuDXw2do1RLUF1dzYIFC3jjjTfYu3cvAMYYysrK2Lt3Lxs2bHA4QqWOnohcKyIrgDsJfgzZSPDK4hnA/4nICyLSw8kYlVKqtTrix20R+TXwR8AL4XszDHBsDONSKib8fj+TJ08O39H80ksv8Ze//IU5c+awbds2AG666Sb+8Ic/MGLECCdDVepoZQCnG2OqG3pSRH4A9AW2xzUqpZRKAo25fnU7cLyuRqvWYNmyZRHlgSorK3n77beZP39+eMwYwxtvvKEJtWpRjDGPH+H5VfGKRSmlkk1jEuqvgapYB6KUUywreueTiDRwplKJT0R6A5OAXtR5jzfGjD3C69KAj4DU0OtmG2PuqXfONcDDwM7Q0GPGGO12pJRKeo1JqO8E/iMiSwneQw+AMSaxK2wr1YAf/vCH9O3bN9zIJSsri4svvhiAOXPmAMFk+mc/+5ljMSrVRO8AzwL/IFgLpbFqgHOMMRUikgJ8IiLvGmM+q3feG8aYm5sp1riQ2irSCr/AqtqPP/sYaroOBRFSd63EXbIDOy0Hb7ehmLRsUvZtxrN3A8ZyUdPlRAI5XXFV7CF15yrE76W2Q198nQYe1ZxKqdavMQn1X4FFwJcc3ZuzUgnH5XIxa9YsFi9eTHl5OWeffTZ5eXlMmjSJFStW4PV6uffee+nXr5/ToSr1fXmNMbOO9kXGGEOwkhMEixSmQFRPkxYp/et/464M3oDs8pYixsa4Uknd/WVorATLW4K32ymkb/0k/DpXwf9RcdwFZGz6V7hbYvqOpZiUNDx71jdqzspBPwW94qVUq9eYhDrFGPObmEeiVJykpaVx3nnnRYyJCNnZ2WRnZ2syrVq6mSJyD/AvIq8qrjjSC0XEBSwH8oHHjTFLGzjtEhH5EbAJuM0Ys6N5wo4Rf0048T3IXbID446sJ+3yluIu3hIxJsbGU7QxuvV48bZGzyk15bpKrVQSaEzr8XdFZIKIdKlfNu9IRCRXRGaLyAYRWR/qvFj3+bNFpFREVoW+pn6vn0KpZmDbNjU1NQQX6lRM+YHKemMH10frNzmsAmrrjdUQrLCsGjIYuB74E/Dn0Nf0xrzQGBMwxvwA6AacIiLH1zvlH0AvY8wJwELghYbmCf3NWCYiy4qKir7nj9FMXCnYKZEFyu30XOz0nIgx4/JgZzbUejy6Dr2d0bbRcxqPFkdXKhk0ZoX68tB/67a8aWw4sV8QAAAgAElEQVTZvJnAe8aYcSLioeG2Cx8bY8Y0Yi6lYmbJkiVs2LCBQCDA1Vdfzf/8z//QvXt3p8NqlaxCC9dKV7BNeLaNf7gfCQjuT91IpWA8Bv/QYOtx91I31t5Q6/EBAewBNq4vXVgFFmIE+xgb/w/9waYu6qBLgWONMfU/hjSaMaZERP4NnEewMczB8f11TnsG+H+Hef1TwFMAQ4cOdfYTqlhU9zqD9C0fYfm9BFKz8XYfhrHcWNWluKqLMS4P1T1Pw5/bA3fFXtwHtgZbj3cahL/dsXhrKkjdtQoxAfzZXantNIhAZl6j5sTSZjBKJYMj/p9ujOn9fSYWkRzgR8A1oXlqiV5nUspxfr+f6dOnEwgEl0Z37NjBE088wQMPPOBwZLFXWFgIpWAtbszFqmZgwFXiQkxwT6lVZuH+txtsEH9wTGqDybWdamN5g3GJLbjXufFv8+OqPJQ9W7ssXAtdmDQHc7YSKDSFzn3/aF8BuQSbujSaiOQBvlAynQ6MBB6qd04XY8y3ocOxwPpmiDfmAjldqTjhMsRXhfFkhfc0Vw66EKmpCLYTDyW+1X1+jPiqMWKFOybWdjmB2o4DkIA/vOJ8NHMqpVq/I/4VFZGJIpJb57itiNzUiLl7A0XA8yKyUkSeEZHMBs4bLiKrReRdERl0mBgS5/KhanXKysooKSmJGNu+XXtfxIRNOJk+SAKC2PXGjCCB6Bu5LH8DJQ4bOC/J5QIbROR9EZl38KsRr+sC/FtE1gBfEGxXPl9E7hWRgyX3JovIWhFZDUwmtGDSIlguTGqbqBsETWpWVOJrUtKj2483tH3jKOZUSrVujfk//vq6DQOMMQdE5HrgL42YewgwyRizVERmAncAd9c5ZwXQM1SmaRTBck9960+UUJcPVavTrl07+vfvz8aNG8Njw4cP/45XtB7dunWjSIqwz45TAR8D9v/ZWOWHEmM734ZacG05tPJst7ex+9hYnx86z7gN/jP8pPw7JSIBD/wwgOno3NuCtdiiW9dujn3/Btxz5FOiGWPWACc1MD61zuM7idz+p5RSisYl1C4RkVBJpYN3gXsa8bpCoLDOXeKzCSbUYcaYsjqP/ykifxGRDtqVUcXbfffdx/XXX09NTQ0XXXQR1157rdMhtU4C/tP8uL5yIRWC6WwIHBcI3pXhAtkrmFxDYFAA0sFf68faaoEHAgMDkBN6/UYX+MHuYzuaTCeo7cC3xhgvQGj7RvSddUoppZpNYxLq94A3ROSvoeNfh8a+kzFmt4jsEJH+xpiNwAhgXd1zRKQzsMcYY0TkFIJbUPY3MJ1SMZWXl0ePHj0A+PWvf+1wNK1cJgSG1S/lAYETosfsY23sYyNXz01Hg7+jP+pcFfYmcFqd40Bo7IfOhKOUUq1fYxLq/wYmADeGjhcSvLu7MSYBr4QqfHwDXCsiNwAYY54ExgE3ioifYBGsnx9cCVdKKfW9uOtW+DDG1Ibeg5VSSsVIY6p82MCToa+jYoxZBQytN/xknecfAx472nmVaooNGzbw0ksvUVFRwZgxYxg5ciTFxcUUFhbi9Xr529/+xvjx43G79aaimKgC1zoXUi7YXWzs/jbY4NrgCm75yAlt+UgFa5t1aMvHcQFMrkH2S3jLR6BPANPVNDxn8t6rWCQiY40x8wBE5EIgabbRWZVFwRJ3/hp8Hfriy+uP+KpILVyOq6o41Cb8JBCL1F2rcZdux07Lxdt1CCa1De79X+PZuwFcbmo6n0Agu0vc5lSNV1tbywsvvMDnn39O7969uf7668nLy3M6rKQyd+5c3nvvPXJzc7nmmmvo378/K1asYMuWLdi2zaJFizjnnHOcDjNuDpsxiMg/CN4I+J4xxlfvuWMJ3t291RjzXEwjVKoZlZaW8tvf/paqqioA1qxZQ5s2bXj55Zc5cOAAAC+88AI1NTW69SNG3J+6sUqDNxtaByz8xo/UCq6vQzclHgCpFALHBnAvP/QWJfsE31k+3J+4w5U9rH0WvjN9uNa4oua0j4vTjZaJ5waCVwYPLlYUAr9wMJ748deQuel9JBD8k+WuLMK4UvHsXYe7Yg8ArupixPZj3GmkfrsqOFZVjFVdjLf7MDK2fBSezlW+h4rjLmj+OQc2PKe/Xa/Y/vu0Is888wxvvvkmAAUFBeFypyo+Fi1axIwZM8LHX331FTNnzuSOO+7A5wv+Xt933320b9+eE0880akw4+q7luCuB34DzBCRYoIl8NIIlsMrAB4zxsyNfYhKNZ/ly5eHk+mDPvjgA9auXRsx9sknn2hCHQsVhBPfg6xdFlIbuZxsFVkYT+TuL/EJ1jdWVJk8a7vV4JzJmlAbY74GThWRrNBxhcMhNUphYSFWVSlp6+Z/7znEXxNOUg9K3bYEVyCyBULKvk2YepcwXNUlpH29OHI+EyB943vRc25dgsv+/nNmNDTntv/g3v0VTWFV7aewMHHvL5g1axYFBQXNMlfdqkwQvPJ44403kpKS0uS58/PzmTx5cpPnac2WLFkScVxRUcG8efPCyfRB//nPf5ImoT5sHWpjzG5jzO+MMX0Idt66j2CCPcgYM1KTadUSde3aNWqsV69eZGdnH/E81QzSguXv6jJZBpNVbyzVYNo0cDtF2+gh08Y0OGeyEZHxIhJ+TzfGVNRNpkWkj4ic4Ux08WGs6JaZRtzBJi0RYy5M/drTCEai15iMKzpBM5ar8XM2UI/alobnVI2XmhpZJ9zlcuFy6b9hvNTvJCwiDBoU3UokmToON2qTqDFmK7A1ppEoFQf9+/fnZz/7GW+++Sa2bXPSSSdx8cUX07VrV+677z5s26ZTp066Oh0rbgicGMC1yoUEBJMZ3C8tfkE+FaRagvWmT/Jj8gx2kY2138KIwe5nY/e0CRwIBFeqEexOwXrVpBI1ZxJqD6wUkeXAcg5dVcwHziK4j/qOw7/cWd26dWNPjRvvwDFNmsfetYrUb1cjxsbfpgtV+efgLt9D2paPsQI12J4sqvJHYFwpZGxeiMtbirFSqO45HH/bXqR/829SSnZgEGo7HkdNj2EE4jQnrqbdO5q2bj7dunVu0hyx1Jyrvtu3b+f3v/89O3fuxLIs7rnnHs4888xmm199t3HjxrFq1SpWr15NSkoKV111FSNHjmT9+vXMmTMHgDPPPJNzzz3X4UjjR1paUY2hQ4eaZcuWOR2GauGKi4uprq6OWImeOHEiPp+PJ554ImlWOiZPnszKnSvj19jlIB/B5LmNOXTzoA1SHkyIIz7qlwMpBFPDg6qD51O392pDc8aBtdjipK4nMWvWrEadLyLLjTH1b9ZuFqE+AecApxPsfFhNsD34u8YYR9p/NvY9e/LkySz/eneTE2oA/DVIoDbYxfAg249VW4mdmn2os6ExWDVl2CkZUGclWmorQNzB9uHxnrMJ0tbN5+Q+nRv9u9jS2bYd3ubx2GNa38AJu3fvJjMzkzZtDv0O33TTTRhjWs2e9sa+Z2sZA5WU2rVrFzV28JJhsiTTjkoBk1Lvw7wFJqeBD/gN5RrpjZwzyRhjAgRLmy50OhZHuVMx9VuHW27stJzIMZHoMcB4spybUzWaZVlRWz9UfHXuHH1FJFkrZB12D7VSrVVtbS2LFi1i3rx5lJSUhMcrKirYt28fW7duDY9t27aN2bNns3z5cgcibQUCoZsGt1hw8B4uA7JHsAqs4OpziJQGx6SozvKyl+D2jkIJrkgf5ZxKKaVUPBzxY4SInA5MA3qGzhfAGGOOjW1oSjW/QCDAbbfdxrp1waadzz77LE888QTz5s1jy5YtAPzqV79i2rRpWJbF1KlTse1gJjdu3DgmTpzoWOwtTgDciw+VyDPrDL5zfLg2uHBtCV4FMGLwnxYqm/eFCwnt1QgMCBDoHiBlcQriC47ZHWz8p/lxf9i4OU2n5F6tVkopFT+NWZd/FriN4E0uSXmnj2oezVky6fsqLy+PWIEuKytj8uTJFBcXh8ds2+bBBx8MPz7orbfeYt26dY5vCWkpJZ1kt0SUs5Oa4AqytaXOmAk1aaklnEwDWJst8BJOpiFYc9rabDV6Tn+nxC0fppRSqnVpTEJdaox5N+aRqFavoKCATV+toEeWc5/LavwWEHknva9sD8a4qHsnW6CmMnR0KFEzxsa7fQUuBzvwba9oOfu7xY7+h2poDNPAuB0cj9LAvZOHmzNZiUgqcAnQizrv8caYe52KSSmlWrvv6pQ4JPTw3yLyMPA2UHPweWPMihjHplqhHlkB7hrqXJ8Jvw13f5HLrqrgr36qy/DfJ5Xz/o50Pvr20N33V/WrxBJ4av2hO+LO6FzD9cc52yPj/mUN3NiUoOwuNibTIJXBhNekGAJ9AlADrsLQ9gyCY1IruFcdejuye9vYvWyswkONXOwcG7ufjSls3JxJbC5QSvCqYs0RzlX1uA9sxbN3PcZKobbLYAJZnbCq9ke2Ce/Q1+kwk57f7+eVV16hoKCAtLQ0iouLG7zZXMXOP//5T95//31ycnK46qqryM/PZ82aNWzduhXbtvn4448588wz2bNnD88//zw7duzgjDPO4LLLLnP8Sm8sfNcK9Z/rHdctGWIIlmZSqkVxW3D3yaUs2Z1KpU8Y3rmGTuk21/avYFDbWgor3QxuV0v/3OB2gby0AGuKPXTNDDCso+YmR8UNvh/7sLZZEAC7hw0ZEBgawHQ2SLkEk+52BoPB18aHtcfCzrUxXYOl73zn+LAKLfCEXp/S+DmTWDdjzHlOB9ESucp3k/H1v8PH7vJdVBw3lsyN7yGhbovuij0Ylwd/255OhakI3v/y+uuvA1BdXc3UqVO1dF4cLV68mIcffjh8vHr1ambNmsWUKVOorQ3+v3LPPfcwY8YMHnnkkfBWy3Xr1hEIBBg/frwTYcfUYRNqY8yPAUTkWGPMN3WfExG9IVG1WBluw8hu3ogxS+DUTrUcKhsR1C/XT79c3Yv7vXnA7ltvn4YVSoTrMXmGQF69leU2RLcQP4o5k9R/RGSwMeZLpwNpadwHtkUcix3As3d9OJkOn1eyTRNqh3388ccRx2vXrtVV6jiq/+9fVlbGO++8E06mAYwxvP/++xH3LQF88sknrTKhbkzZvNkNjL3Z3IEoFU+1Aaj0Re69tQ2U1Tq4QVqBl+j9z7Xo7dCNICJfisga4AxghYhsFJE1dcbVEdhp2VFjgcwO0eelRp+n4qtuUy6A7OzsiOYiKrbq//sD9OvXL2qsd+/epKWlRYw19NrW4Lv2UA8ABgE5InJxnaeyiexZplSL8s/t6byzNYPaAJzSsZbrjytnU0kKT63PoqTWRc8sP5OOLyMvPUlWPEuC3f4cFQBXRah1uGUIZAbADVaFdahsXoaNSUvArRwlQGL8fWiGFoPJzdehLyklO3CX7cQg+PL64+/QlxpvGZ49XyLG4M/qSG3H45wONendcMMNbNu2jT179mBZFrfeeispKSlHfqFqFpdeeikrVqxg7dq1uFwurrjiCs4//3zWrVvH/PnzARg2bBhjx44lIyODRx99FK/XS7du3fjlL3/pcPSx8V17qPsTfIPOBS6oM14OXB/LoJSKlcJKF298fahf9dK9qRzbxse7O9IpqQ3eJLGtws1rBZlMHtz6O4Tk5+c7HQIAW7ZsoSIQvOFTbCHdm067du3Y49sTPsdV5aJft36J1xmta2L8OxpjtgGIyEvGmF/UfU5EXgJ+0eAL1SGWm6p+5yLeMrDcGE8GADXdTqa200AkUNtgF0QVf7179+aVV14Jtx7/8Y9/7HRISaVNmzY89thjbN++nTZt2tC2bVsAfvvb31JQUIAxhj/96U8AjBo1ih/96EcUFRXRs2dPLKt19hT8rj3Uc4G5IjLcGPNpHGNSKmZ2NFB2bku5O5xMh8+rTI7WqYlSz/rSSy+louJQBRWfz8eAAQPYs2dPxHnjx4/nzDPPjHd4Lc2gugci4gJOdiiWFsk0sPXDpKRjUhrqea+c4nK5orYTqPjq0aNH1FhDVwqysrLIymo5Vaq+j8Z8TLhCRGbV+7pPRC6MeXRKNbMBuX5SrMhtAyfn1dItM/LGw8HtIm9CUrE1dOjQiOMBAwYwfPjwiLG0tDROOOGEeIbVoojInSJSDpwgImWhr3JgL8FSekoppWKkMctwqcAADt2IeAmwBThRRH5sjLk1VsEp1dzaptrcMriMOVsyqPILZ3fxckrHWnq28fPq5sxw2byf9al0OtSkcvPNN+NyuVi2bBl9+/Zl4sSJdO7cmeLiYv72t7/hdru5//77ycnRy+2HY4x5EHhQRB40xtzpdDxKKZVMGpNQnwCcbowJAIjIE8DHBO8k17JMqsUZ3M7H4HalEWOd0m1uO6H175lOVJmZmdx+++1R45dffjmffhrccXbSSSfFO6wWpU4zrjfrPA7TZlxKKRU7jUmo2wJZBDtvAWQC7YwxARHRThdKKZUYDjbjSiPYiGs1IAQXRZYBww/zOqWUUk3UmIT6/wGrRGQxwTfnHwEPiEgm8H8xjE2pJlu5z8PiXWmku21G9aimR1aAwgoX87enU+W3OLuLlyF5tVT4hLlbMyisdHFCOx8/6V4NwL92pLG62EO3zABje1bRxpOAZdtagUAgwBtvvMHy5cvJz8/nF7/4BVlZWXz44Yds3boVl8vFtm3b6NlTm2kcTp1mXG8DQw42dhGR44FpDoaWmIzBs2ct7pId2GnZ1BxzEsaTgbtkO569GzCWm5rOg7Gz8rCqD5D67WrEV0Nth7742x8L/hpSd63EVVWMP/sYajufACINzqma5sCBA7zwwgts2bKFU089lcsuuwyA119/nW+++YbU1FRKSkrIzc3lww8/ZP78+WRlZXHllVcmRAWels7n8/Hqq6+yYsUK+vbty9VXX02bNm1YuHBhuPX4+PHj6d27N+vWrWPbtm3Yts2nn37K8OHDKSoq4oUXXqCwsJDTTz+dSy65hEAg0OCcLdkRE2pjzLMi8k/glNDQ740xu0KPp8QsMqWaaP2BFGZ+2QZDsI7x6v0e/nhyCQ+szKHSb4XHfndiKf/Yls76Eg8A6w54qPYLlhjmbM0MjcHWcjd/GFLa8DdTTfL000/zxhtvALBixQq2bdvGhRdeyLRp08Ln3Hrrrbz66qukp2ulhSPoX7dLojHmKxHRwsn1eHavIW1naBdMxW5cVfvxdh9GesEHHGzv5C7bScXAC8nY+C6WP3hB1l2+iyqXG8/e9bjLgn8K3RV7kEAtxp0aNWflwLFx/slan7vvvpu1a9cCsGbNGrxeL4FAgFdeeQWAyspK7rnnHsaPHx/xnvHFF1/w2muvtfhEzWlPPvkkb7/9NhD89y8sLGT06NE88MAD4XNWrFjBrFmz+O1vf4vXG+xEfNddd/Hoo4/yv//7v3z99ddAsEW53+9n3759UXMeLLPXUjW2NpgFFIXOzxeRfGPMR7ELS6mm+3yvJ5xMA1T5Lf61My2cTB+0ZHdqOJk+aOleD1a9pombSlMoqRFyU3WVurktXrw44njp0qVkZmZGjJWUlLBy5UpOO+20OEbWIq0RkWeAl0PHVwLaKbGelANbI45dVftx799M3f/txfbj2bsunEwf5N7/dTiZrjufcUfWSHdV7UdqyjGpmtB9X/v27Qsn0wd9+OGHBAKR7VPXrFnDwoULI8YqKytZtmyZ1qhuoo8+ikz3Pv/886hyhSUlJcyZMyecTAPYts2CBQvCyXTd+fbt2xc1Z3V1dYteMDliQi0iDwE/A9YCB1vHGUATapXQOqRFdzrslhHdw7pjeoAMt01VnUS7fZqNJbCr6tB56S6bDLcm07HQsWPHiJrTubm5dOnSpcHz1BFdC9wI3BI6/gh4wrlwEpPtycJVVRw+NpYbkxpdRcZObxc1ZlJzsN1pWP46yYOnDcbtiZ7TrXWSmyI7O5vMzEwqKw9VXurcuTOBQIDCwsLwWJs2bejWrVvU6xt6H1FHp1OnThEJcLt27RpsH96nT5+osZ49e5KamkpNzaEPpZ07d8blckXNmXBNu45SY1aoLyJ4CVFvQFQtyo+7ellW5OGb8mCR+R918XJ21xq2VLhZvCv4Kbh3Gx8ju3npkGbzt01Z+GwhO8Xmsj6VCLC9wk1prUWKZbiibyWe6L4wqhnccMMN3HnnnZSVleHxeLj55psZOnQon332WXh14+KLL9b9kI1gjPECj4S+1GHUdD0ZV1UxVm0FRlx4uw/D1+5Y3GWFuMt3Ywi2Ivfl9cPyluLZsxbBEMjoQE3nQQQy2pG+9WPE9mO70/F2/yFY7qg5cWk77KbweDxMmjSJRx55hJqaGjp06MCECROwbZutW7eyb98+RIRJkyYxfPhwPv/8c9auXYuIcNFFFzFgwACnf4RmNWvWLAoKCuL6Pb1eL263G7/fj2VZZGZmsnLlStLS0sIr0nl5ebz33nu0bduWAwcOAMHqTR999BHt27fn22+/xRhDSkoKu3btIhAIRM15663xrcKcn5/frM3NGpNQfwOkAJpQqxYlw224Z2gp28pdpLkNndKDK9bX9q9kVI9qqv1Cz6wAInBGlxpObF/LnmoXPbL84cT5z8OL2VbupmN6gGy9ITFmBg4cyN///nc2b95Mjx49yM4Odqp7+umnmTBhAi6Xi0mTJjkcZWITkb8bYy4TkS8JXkWMYIzRrjh12Om5VAy+BKuqGJOaFV5Jrup/PlZ1CcZyhbdq1HT/YbD1uL8GOyO4Yu1v14vy7GOwasqw09uCFXzTaGhO1TQ/+clPOO2009i1axd9+vTB7Q6mLq+99ho33ngjHo+HkSNHAvDYY4+xZcsWMjMzW+UVrYKCAlauXQm5cf7GbYAA4IJvKr6BCiAD8AAWfBv4lm93fRssXRH6DFmaWsrqb1cHD3IAG/wuP+v2rTv8nPFS0vxTNiahriJY5eMD6iTVxpgjpvUikgs8AxxP8A3+l3XbmIuIADOBUaHvc43WSlXNrWeb6G0eB5Prutp4DG08kR0TUyzIz/FHnauaX2pqKscff3zEmIi06D11cXZwi8cYR6NoScTCzuwQNWynR2crxpOJ8UTu68ftwXbXe/1h5lRN06ZNG/r37x8x5na7G3x/6N27d7zCckYu2GdH/w1TjWctbkyj8KPTmIR6Xujr+5gJvGeMGSciHoKfZ+o6H+gb+hpGcJ/fsO/5vZSKUu0XVu1PId1lOKG9D0vANvBlcQpVfosftK8lPbQv+psyN4WVLga29YX3X+/3Wqw9kELXzAB9sjWxjqVdu3axatUq+vbtS9++fQGoqKjgwIEDuN1ubNvGspr/TbC1MMZ8G3r4X8BHxpjNTsajlFLJpDFl814QkXSghzFmY2MnFpEcgjWrrwnNUwvU1jvtQuBFY4wBPhORXBHpUucPg1LfW3GNxb3LczhQE7wUOyDXx5QTS/nz6mzWhap65HoCTD25lI++TeOdrcHPey4x3DK4DEtgxpps/CZ43//YnlVccmxVw99MNcknn3zCtGnTwnfuT5gwgbPOOoubb745vB/vzjvv5KGHHnIyzJaiB/BXEekFLCd4U+LHxphVTgallFKt2RGXe0TkAmAV8F7o+Aci0pgV694ES+09LyIrReSZUDOYuroCO+ocF4bGlGqyRTvTwsk0wIaSFN7bnh5OpgFKal38a0caC7YfumwYMMEmL3O3ZoSTaYB3d6RT7a9XS081ixdeeCGiDNaLL77I7Nmzw8k0BMsqffnllw29XNVhjLnHGHMOMAj4mGC/gOXORqWUUq1bY7Z8TCPY1GUxgDFmlYgc28i5hwCTjDFLRWQmcAdw99EGKSITgAkAPXr0ONqXqyRVE4hOfqsaSIi9AcFfbztaTUCi6lD7baLOU82juro64tjn81FVFX01oP55KpqI3AWcDmQBK4HbCSbWCc+qKiZt3Xynw2iQeMsAMGnZDkdyeFZVMdDZ6TCUSkqNSah9xpjS4P2DYY1JKwqBQmPM0tDxbIIJdV07ge51jruFxiIYY54CngIYOnSollpQjXJmFy//3pWGzw7+7ualBRjVo4ov9qWytzq4cp1iGc7p6qXGFj7dc+iO/BFdvVhieH7joYYMp3Ss1dbjMXLhhRfyl7/8JXx87rnncsEFF/DBBx/g9wf3rvfo0YMhQ4Y4FWJLcjHgBxYAHwKftoSyp/EuiWiMYf/+/ZSXl5OamkrHjh1xu92Ul5ezf/9+LMsiLy+P9PR0vF4vX3+9H4BuHdLJyckhEAiwd+9evF4vWVlZdOgQvBGxoTnjp3OrLC1ZWlrKyy+/zJYtWxg2bBiXXHIJxhjeeusttmzZQmpqKmVlZWRnZ7NkyRIWLFhAVlYWl19+eeu/QTEebLA2W1hFFibXEOgfgBSQQsG1zYVJDY21ATkgWJstJCAEjg1gOhnwgmuDC6kQ7C429rE2tMKLvY35P32tiFwBuESkLzAZ+M+RXmSM2S0iO0Skf2jv9QhgXb3T5gE3i8jrBG9GLNX906q59MgKMO3kEj7ZnUq62/DjY7xkeeDuISUs3pVGlV84vXMN3bMCXDeggv65Pgor3JzQvpYT2/sAaJtqs2a/h26ZAc7s4j3Cd1Tf16WXXkqXLl1YsWIFffr04bzzzsPlcvHEE09w55134nK5mDVrVpyTk5bJGDNERLIJrlKPBJ4Skb3GmDMcDu07NWc92MZ47bXXeOqpp4Dgza95eXnccMMNTJo0CdsOrhn5fD6efvppJk6cGB7bvn07Dz74IO+88w7r1q0Lv/7ss88mOzs7as5Zs2bF9edqjaZOncqaNcFmn8uXL6e6uhq/389LL70EBP+tp02bxpVXXsldd90Vft3S/8/encdHVZ2PH/+ce2fLvrBDEgQCIgrIooJiwdYFkIILovZX9WsBQbai1krVWluxausGalXAFlGLoHUBRRQExYCALAKyhy0ECBCyL7PdOb8/JlwymQDBZGZIct6vFy+4J/c+OROSm2fOPcFijxEAACAASURBVOc8a9bw3nvvERsbG5F+NxT6Tzp6ZsX0yWMgigRGOwPr2lN7rGtHNTz9PVi+syAqngSLHIG3vxf9Rx2twD/DWDum4fV58XVseI97a/LbaSLwGP4t8+YCXwJP1TD+ROC9ih0+9gL3CiHGAkgp3wAW4d8yLxP/tnn3nlPvFeUsUmIN7kgPnDoQb5MMvSBw6oBFg2tau6i63Xr3Jh4zuVZCq1+/fvTrF5jzpaenm5XOEhKCq9gpwYQQlwBXA/2B3vjXqdSLKR/htHz58oDjHTt28Nlnn5mJM0BZWRkffvghBQWBm9YuWbKENWvWBLQtX77c3D+9cswjR46oan21cOLECTOZPmnZsmUB/08AGzduNJ8SnFRUVMS6desYMGBAqLvZoGnZgcvtRI5A06u0uQR6pm4m0wBCCrR9mplMV47XKBNqKWUZ/oT6sXMNXrGqvHeV5jcqfVwC4881rqLUlk/6/1iqLMt1G6hqiOcZn89HlSlnypk9i39nj+nAD1JK9Y6wGs2bN2f37lM7CzocjmpLV1c3ZaBVq1YkJCRQWFgYEC8+Pj4opnojWDuxsbFBpcdbtGiBYRgcPHgw4LzWrVsHXd8Qi7uEm4yWCGele7Cd4E2QAV+8D53AX6AyTiI1ifBVur6BlhY47S4fQoiFQogFp/sTzk4qSl36+pCDCRnJ3LeiCf/eEYvhg10FFv64OonRK5ryzMYE8l1qv+NI83g8PPvss2zdupXt27fz+eefR7pL9YKUcoiU8h9SylUqmT69kSNHmiOaFouFMWPGcPPNNwcUF7ruuusYMmQIN998s9nWoUMHbrvtNiZOnIjN5t8xKD4+nrFjx1YbMzq6msxDqTG73c7999+P1eqfXpCUlMTo0aO57777SEpKAvwFoMaPH8/w4cMDir8MGTKELl26RKTfDYnR1UBWrB+SusTobmB0MvDF+0eZJRIj3UC2kxgpp3Zr8jXxz5c2uhpIUXG9Q+Lt0jBrOgj/IHE1HxCi/5kulFJ+G5IenUXv3r3lunXrIvGplVq65ZZbKM0/Vm3lwnBx+wQHSm1UXhHRzO4h320J2CIv1mLQKur8y0UOFOvEJDXno48+inRXQu6DDz4IWKioaRrvvfceLVvW710MhBDrpZRVn9w1WOfzPdvj8bBr1y5atWpFcnKy2Z6ZmYndbic19dSa+bFjx+L1epk5c6b5xKSoqIisrCw6duyI3W4/Y0yldgoKCsjOzqZTp07mGxm3283999+P3W437xVSSnbv3k1MTAxt2jS8XXgnTZrExkMbw18p0QuiUCDjpL/cOIAEUSD8yXblTZGLQRgCmVgpv3SCKBXIJFmDDZtDT/tGo0ebHjVa41DTe/Zpp3xEKmFWlFDyb6UXOH2g3BAByfSp85RI2rkzsI6Uz+dj9+7d9T6hVs4fVquViy++OKi9up0ybDYbNpstYPpRfHx8wIj2mWIqtZOYmEhiYmBJeJvNRkxMYHkLIQSdOnUKZ9caBwvIJlUGYAX+BLmqOP+odQCHf3S6IVNL5pWwSUlJwek9wuO9SyLWhxNOjYdXJ2FUSqB/k17OwqwojpSd+nHo29LNyM6R6+fpTF0Xi6OaeZ4NUY8ePfj666/NY5WoKIqiKOcrlVArjUoTh49xFxfz0b5oSj2CAa2dXNnSRdt4L+/siiG71ELXZDd3ppeePZgSUoMGDSInJ4f3338fi8XCE088oR6hn4EQYiFUHRY6RUo5NIzdURRFaVRUQq00Or2buendzB3QlhJj8KceRRHqkVIdTdMYOXIkmzZtAqBv374R7tF57/lId0BRFKWxOm1CrUY7FEVR6o/arnsRQjjwb7dnx/+74UMp5V+qnGMH5gC9gBPA7VLK/bX5vIqiKA3BmUao1WhHiGzZsoUFCxZgt9sZPnw4F1xwQaS71KgcLdNYfDCKMq/gF61cXJzsodwr+OJgFNklOl2buBnQyl/g5dsjdrNS4qC0cqIsDXtRRaT4fD4WLFjA+vXrSU9PZ8SIEURFRbF27VqysrLQdd0skHHgwAE++OADXC4Xv/71r+nWrVuku39eqaho+wzQBXCcbJdStj/LpS7gl1LKEiGEFcgQQnwhpVxd6ZyRQL6UMl0IcQfwHHB73b6CuldWVsbcuXPZvXs3vXv35uabb0bTND777DO+//57UlNT+c1vfkNCQgIbNmxgwYIFOBwORowYQfv27Tl06BDZ2dkYhsGqVau48sorzylmY+fz+fj0009Zu3Yt7du358477yQ2Npa1a9eaZcJvv/120tLSOHDgAO+//z5lZWUMGTKEyy67jOLiYubOnWuWHh82bBhSSj799FP279+Pw+GgpKSk1jEbxH73PtD2aGjHKpUJt4A4LNCzdKRNYnQyINa/Q4eWqYEBvvY+ZDMJLtB3VioT3s5Xf2JGmNrlI8wyMzN58MEH8Xr9+zB+++23vPPOO0Grl5XQKPcKpm5IpMjj37dnzTE7j/YoZOGBaDbn+fcCWp9rp8StoQmYvzemog0yiyz88VI1LSQUZs+ebZYRzsjIYM+ePQwbNowpU6ZwcmvPSZMm8dprrzFx4kSKi4sBf3W61157LWDvWYX/AH8BXgKuwV+B9qwbVVUU2jq5Etda8afqO8hhwJMV//4QeFUIIeTp9l89Tzz99NOsWrUK8JejLigoID4+ntdffx2A77//nq1btzJ+/HgefvhhswpfRkYGs2bNYtKkSeTn5wPw2GOP8Y9//INPPvmkRjFfffXVcL/c884777zD7NmzAVi9ejW7du3i//2//xfw871y5UpmzJjBpEmTKCry32czMjJ4+eWX+c9//sPGjRvN60tKSjAMw4xZXFzMX//612pjvvnmmzWO+dvf/jZcX5KQ0bfp6LsqiqscBVEsMC4wsK6uVCY8p6JM+IpTZcK1wxreARVlwvM18zyv4UU4Rb2I6UuPbFJ91jnUtRjtaFCmT59OZmZmrePk5OSYyTRASUkJEyZMqJPFVunp6UyaNKnWcRqyn/KsZjINIBF8e8RhJtMnrTxqR6syWLE130ahW5BgO69zh3ppyZIlAccZGRnY7XYq52m5ubl88MEHZjINYBgGy5YtUwl1oCgp5dcVie4B4EkhxHrgibNdKITQgfVAOvCalHJNlVPa4C9ljpTSK4QoBJoAuXX6CupQaWkp33//fUDb0qVLg8qEb926Naj0eGlpKR9++CF5eXkB53755Zc1jpmTk1Nvt3qsq997u3btCjhet24dmZmZAT/fhYWFjBs3zkx8wT+y/cQTTwSVfn/33XeDPsfpYo4fP77GMdeuXfvzXuBZ1OXv5uzsbCj076NcnZNJ5knisEA/Hli9UDgF+jfBZcL1lTqaO/B6fasOVfLUkMXMDY5p+cZS85jZ1FwBZMtzueDsarIo8WeNdijVs1iCv+TVtSmhkWALfgebZDdw6D6chhZwnibgUKXNPuy6xKGrZDoUkpOTycnJMY9jY2PNinOVtWrVKqitSZMmIe1bPeQSQmjAbiHEBOAQEFuTC6WUBnCpECIR+FgIcYmU8qdz7YAQ4j7gPoC0tLRzvbxO2e124uLiApKqpk2bkpCQEFAm3G63V/v9VV058ubNm9c4ZlxcXF29lLDLzMxk108bSIutXTEuzWuFSiWpNSSi9Dj+hyCVzis+wqmqIRVtZccRWJCV6gfo3rKKRydVYpZVE7Okmpil1cd07v/h3F/cWWSV6Gc/qS5pQOX/LkH1GVs1bVKXSCSi0tdFahXH4YhZzYwbqQX/zj1dzEirSSb3s0c7GpK6endZWlrKAw88YN50r7zySp566ik0Tb1HCYdOiV76NHey+pj/YUvraC83pDhJskve3R2DTwqiLT5ua1+GAJ4vtlDm1dCE5Lb2pdjDfG9sLEaPHs1jjz1GWVkZuq4zduxY+vTpQ0ZGhn9EBhg4cCA33XQTGzduJCMjA/CP/AwePDiSXT8f/R6IBiYBTwG/BO45lwBSygIhxHJgIFA5oT4EpALZQggLkIB/cWLV62cAM8BfKfFnvIY6Y7FYGDduHC+88AIej4fY2FjGjBlDVFQU27dvJz8/H03TGDVqFIMGDWLlypXs2LEDgP79+zNs2DD27t3LwoULAWjbti233XYbbdu2rVHMqoVH6pu0WKPWtQP2FFl4YVM8pV4NXUju7lRC72Zunt2YwMFSfxrSr6WT0ReV8Oa2WFYddVR8bi9TLi1izTE77+6OwZCCWKuPP3Qrxgd1HrNdfN2XxJ66rkbvZWssJSWF4+L4aSslylyJZZV/VFdqEqOnga+5D+t3VkSxPwE12hsY3Q3EGoF22J97+JJ8GFcbyH0S/ScdIQXSLjH6GeChXsSUCTW/1WjfaKS0qduaDqctPW6eIMQqoB/++XLL8N9Qn5VSRuQZ6/lcxramfD4fo0ePRtM0Zs6cGenuhM2kSZNw7v8hooVdTsoq0SnzCDoles2pHSecGofLdNLjvebiw3KvILPIQutogyaOyC96mLouFscFl9WoXGp9U1JSwrZt22jXrh3NmjUD/FM6Ro8ejcViYcaMGea5u3btwul0cskll9S7N6PhKj0uhIjHPzW6+Kwn+89vBngqkuko4CvgOSnlZ5XOGQ90lVKOrViUeIuUcsSZ4p4v9+y8vDwOHDhA586diYqKAsDlcrF9+3batGljfs9JKdm+fTtRUVG0a9fOvH7MmDFm6fGT33M1jVlf1eU922XA3iIrraK9JNr991efhL1FFqItktYxp4YrD5XqlHsFHeK9nFwnmO/SyCnTaR/vMQc2QhGzrtX1PbtGpcc9FSXB4+SpiboSRF5FmfBKD01EoX+kWCbJUyPEZRVlwpPlqYcA9SVmDYW19HgltR7tUAJpmlbvRy3qu+oeYTZx+IKS5iiLpGuyJ1zdatRiY2O5/PLLA9p0XSc2NniER5UWPj0hRG/8U/XiKo4Lgd9JKdef5dJWwNsV86g1YL6U8jMhxN+AdVLKBcBbwDtCiEwgD7gjVK+jriUnJwetVbHb7Vx66aUBbUIIunTpEnS93W7HbrcHvIGraUwF7DpclBR4L9UEpCcEjwq3iQm+PyfZfSTZA+/PoYjZIFjx74RRmaimdDhUP6obDTK6Snt9iRlBZ02opZQ/AFTMyZtU09EOxa+oqIiNGzeSmppK+/b+dZwej4eioiI0TcPn89W7Ebb6xOODrXlWHBbJhQmnRiZ2Fvinclyc5MZW8c72cKlOdqlO50QP8RULD4vcgh0FVlJiDHO043QxlbrncrkoKipC19Vcm3Pwb2CclPI7ACFEP/wJ9hn3F5RSbgZ6VNP+RKV/O4Hb6rS3iqIoDUBNdvn4uaMdjd727dv5wx/+QFlZGQB33XUXt912GxMmTCArKwuAhx56iOeff14lDCFQ6BY8tT6R407/17ZbspsHuhYx7ad4fjzhX6TS1GHw554FrDrqYN4e/1MDmyZ5sFsRAskLmxNw+/wZ823tS7m6lTMo5oPdilRSHQLHjh1j4sSJHDt2DIC//OUv/PWvf41wr+oF42QyDSClzBBC1P3kUEVRFMVUkykfP2u0Q4E5c+aYyTTA3Llz0TTNTKYBfvzxR1avXs1VV10ViS42aMsORZmJL8DmPBtfZjvMZBog16nzVXYUS7KjzDa3T/DRvmg0gZlMA3y6P5pyrwiKuS3fysVqWkid++ijj8xkGmDFihVs27at2sfxSoBvhRBvAnPx7yN9O/CNEKIngJRyQyQ7pyiK0hDVJKFWox0/U+X9cgG8Xq9ZHOBM5yl1o9QTPGxc4A6eXlPs0fBUmUZX4hFB+1C7fYLiamKWetXwdChU3pLsJPWzUiPdK/7+S5X2HvgT7F+GtzuKoigNX00SajXa8TMNGjSIrVu3msc9evTgpptuYvHixbjdbgASExO58sorI9XFBu2qVk6WHXZgSH/Cm2gzGJxWxtpjdvJc/lFmXUgGtHZS6hGsz7Wb1/Zv7UQT8N7uUwviejR1cU0bJxk5gTG7JbvD+Koaj4EDB/Lll1+ahTZatWpFjx5BU3yVKqSU10S6Dw1NTk4Ohw4dwjAM1q5dG7R4Vvl5tuZZWXHETrRFMjCtnBZRPnLKNBYfjMJpCPq3cnFRkodyr+CLrCiyS3W6N3Hzi1YuAL49YmfzCRspsQaDUsuJsshaxVRT986NyBFoWRrY8JcJjwaKQM/UT5UJr2aBYUNVk4RajXb8TDfeeCMJCQmsXLmSlJQUbr75ZqKjo3n11VeZMmUKmqYxbdq0oOpaSt1oF2fwWM9CvjtiJ0qXXJviJMEGf+5ZyNJDDkq9gl+0dNEh3svYLsV8fchLdqlO12Q3fVr4k+QEm4/NJ2y0iTH4VZty7DpBMR2qLk9IdOvWjZdffpm//OUvWCwWXnnlFWw229kvbOSEEC2AvwOtpZSDhBBdgL5Syrci3LV6yeVyMXHiRLNa4pQpU/jnP/9Jr169Ityz+m1XgYV/boo3i6usO27nr73zmbohkeKKararj9p5vGchH+2LZmu+/2d/fa6dEo+GT8KH+2Iq2mBfkYVfty2rJmZBjWPe2LY8rF+D+kwcFf59pCu+1toRDc8vPFi/tSIqnuRq2Rrea7zIxMaRVNdklw812lEL/fr1o1+/fgFtHTt2pE2bNgC0bt06Et1qNDrEe+lQZbP+ZIePER3KAtpsOgxKC76ZXtHczRXNA0egq4uphEbXrl3NSnWqImKNzca/zuWxiuNdwDz8W94p52jDhg3k5p6qrC6lZOnSpSqhrqVVR+0BlQqLPP5R5JOJL4BE8M1hh5n4nrTyqB1flRxtc56NeJuvmpiOoJjLD9urjakS6prTsrSASoWiXKBn6mYyDf4y4Vq2hpFYu0qb9cVZ92sTQrQQQrwlhPii4riLEGJk6LumKIqi/AxNpZTzAR+AlNJLYJFf5RxU3Wf6dG3KuUmwBe//3NwR/G2a7DCw64HZc6LNF3S9Q/eRZA++vlk1MZvYfdXGVM6BI7jJFxP8NZSOxjE6DTVIqPGPdnwJnBxK3QVMDlWHFKWu+CS8nxnNmBXJTF6VRMYR/xzplTl2HliVxJgVyczNjMEnYV+xzhM/JPK7b5rw0uY4it2CEo/g5S1x/O6bJvz5h0T2FllOG1Ope4ZhMH36dLZu3cqOHTtYtmxZpLtUX5QKIZrgn5KHEKIPUBjZLtVfF154IQMHDjSPU1JSuPXWWyPYo4bh2jZOWkefetJ3RXMXv0pxcVkzl9nWJsbL9SlOhrcvRfi/nYm2+Li1XRnD25cRpfsTOE1IRnQo44aU4JjXVhcztfqYSs0Z6QYy5lSybLQ1kB0kvpankmpfog9f28bzRqUmsz+bSinnCyH+BP7RDiGEGu1QfpasEp2p64Ir34VCkUfjqNP/WM9pwMwdsSw6YONQuY2TtUsXH4xiwzEL+W4dj/S/v/zxhJ0/rbEAkmKvpaLfFp7ekECyzcMxV2DMrw7asGnheReeVaJzvtcInD59OpmZmbWOc+LECQ4fPgyAz+fjqaee4oMPPsBqtdY6dnp6OpMmTap1nPPUg8ACoIMQYiXQDBge2S7Vb4888giZmZkYhsHMmTNV3YA6EGeTTL2sgF2FVmKsPrN67YRLijlQXEa5V9Ap0Ysm4PoUJz2bujlSqpOe4CXK4r/fvnRlPpmFFlrHGGaV29rGVGooCjzXeRC5AuynKhl6r/Qi8ivKhDepVCa8EahJQq1GO5Q6kZ6eHtbPd+LQIXDmVWoRlEe1gvK8gPNcjqZ4XIHf0i7t5L7Up+ZPe6XA5WgGAecKjKQOOJKS6rbzp9GJ8H8dI6W0tDSoraysjISEhAj0pv6QUm4QQvQHLsT/62ynlFJtlF5LUVH+e4JKpuuOrgWXDgdoGxc8ZtfU4aOpI3C0M8oi6dok8PraxlTOgQayeTVlwpMa55uTmiTUarRDqRPhHhFcvHgxzz33nHmsaRqPPfYYDz/8sLkVG8Do0aP573//a46GAvTv3x9d11m8eLHZ1rJlS+6++27+8Y9/BMR89tlnzUWmSt39P3/88cdMnz7dPNZ1neeff55mzZrVSfyGRghxGXBQSplT8SSxF3ArcEAI8aSUMu8sIRRFUZSfqSa7fKjRDqVeuv7669m/fz8LFy4kJiaGkSNH0rNnT6ZMmcKsWbMoKSlhyJAhDBo0iPT0dCZPnozL5aJv376MHz8e8BcSWbNmDe3ateOhhx6iY8eOHDhwICCmSqZDY+jQoWRnZ7No0SISEhIYM2aMSqbP7E3gWgAhxC+AZ4GJwKXADNRAiKIoSsicNqFWox1KfadpGmPHjmXs2LEB7ddddx3XXXddQNuFF15Ix44dAXj66afN9qlTpwbFrS6mUvd0XWfixIlMnDgx0l2pL/RK9+XbgRlSyv8B/xNC/BjBfimKojR4Z9rl400qJpBWGu2Yg3/+9IyaBBdC7BdCbBFC/CiEWFfNxwcIIQorPv6jEOKJc38JiqIoCqALIU4OkvwKqLwtiio/pCiKEkJnusnW1WjHNVLK3DN8/Dsp5ZBziFevZGRkkJGRQWpqqlkpcffu3Rw6dAhN0zh8+LAq7hJC27dv54svviA6OppbbrmF5s2bc/z4cT766CNKSkoYNGgQXbp0weVycfz4cZxOJ8uWLeOXv/QXAF22bJk55eOmm27C4XBUG1NRzgNzgW+FELlAOfAdgBAiHbWQXDkP7SywsOKIg2iL5IbUcpo6fBwv1/gqO4pyr+AXrZx0SvTi9MJX2VFkl1ro3sTNVS392+Bl5PhLj6fGeLk+1V/JtqYxFaAY9D0VZcLb+ZDJEjygZWqIYoFsLfGl+ECCtl9DHBfIRImvgw90EMcqSo/b/dvoERWimPXEGRNqIYSloijAr4D7anidUuHzzz/n+eefN4/Xr1/PxIkTmTBhAm63f/eIcePGMWfOHFV+PAR27tzJpEmT8Hr9N8+vv/6aN998k/Hjx3P8+HEAvvjiC1555RXmzp1LTk4OAE899RS5ubnous6rr75qxtuyZQt33313UMw5c+aYOwAoSqRIKZ8WQnwNtAK+klKeXGqv4Z9LrSjnjcxCC8/+mIBP+vdVW3vMxl97F/DUhkQK3f6H56uO2nmsZyGf7Itmc55/u9I1x+wUuwWGFMzf6y89vgY7mUUWft22vMYxG321Wxf+MuHuijLhB/1lwvVNOlpuxeSFbPC6vQinQN+hm21GgYHvAh+WjEqlxw9VKj1elzGv80A92VjnTIlxXYx2SOArIYQE3pRSVjdVpK8QYhNwGPiDlHJrjXt/nvviiy8Cjjdu3Mgnn3xiJtMAhYWFrFy5kkGDBoW7ew3el19+aSa+ALm5ucybN89MpsFfPGThwoVkZGQEXLto0aKg7bFWrVpFYmJiUMw1a9YwYMCA0LwIRTkHUsrV1bTtikRflPovOzub0uLQ1A445rSYiS9AgVvnLz/EU1ipTLghBS9viqXIG5iq/G9fdFC8H0/Y2VuoB8V84oeEoJjTNsfS3BGehPpAsU5MdnbdBi0A7Zua1OU7PeESZuILIHwCPUNHcwXG1bfoFZsmn6Jla4ijIrD0eJlAX64Hx/xOR3PXMOaxamJ+rSNtIdiGrwCo4/0ETptQ19FoRz8p5SEhRHNgiRBih5RyRaWPbwDaSilLhBCDgU+AjlWDCCHuo2KEPC0trYafOvLi4uICji0WS7Ula9XodGhU93Vt0qRJUFtiYiJ2ux2n0xlwraYF3gTsdjuJiYlB11f9f1YURVHOTK+m4IelmjZdkwgkslKipQtJ1YohAlltTKsI3mfaf339VFd1CIqKijhQeiCgrWVCS44fP86pdA/io+PxeDwBvx8tuoXE+EROnDgRcH2bpDbmk14zZuI5xIwLjnlhywtD8wS4Td3XdDjj1I3ajnZIKQ9V/H1MCPExcDmwotLHiyr9e5EQ4l9CiKZV51xXjGzPAOjdu3e9+Um4++672bx5M2Vl/pKmd955J7fccgvLly/nwAH/N3KPHj3o06dPJLvZYA0dOpQlS5aY+0tfccUVDB8+nE2bNrFq1SoAWrVqxfDhw0lISOCNN94A/Inzvffei6ZpTJkyxfyhv/vuuxk4cCDffPNNQMyePXtG4NUpiqKEVkpKCk7vER7vXVLnsYvcgqkbEjla7n8S2LuZiwkXFzP9pzg25NoBaBnl5bGeRazMcTBvTzQSgUP38WC3YiTw4uZ4nIaGQPKb9FL6tHDVOGZ8KEY9qzF1XSyOlJQ6i1dX+/wbhsGUKVNYt86/X0T79u2ZNm0a//vf/5g9ezYAsbGx/POf/6SoqIjHH38ct9uNpmlMnjyZK664gokTJ3L06FHAv3vWI488UucxH3300Tp5veEgKr9rqNPAQsQAmpSyuOLfS4C/SSkXVzqnJXBUSimFEJcDH+IfsT5tp3r37i1P/mfVB8XFxWzYsIHU1FTat28PgNfrZfTo0QgheOuttxCiEdXmDDO328369euJiYmhW7duZvuWLVsoKSmhV69e2Gz+uXn33XcfLpeLadOmmSPRhYWF/Pjjj1xwwQW0bdv2jDEVpSaEEOullL0j3Y9wqW/37NM5mchULjbU0E2aNAnn/h9CklADeH2wvcBKtEUGzGneU2ih3BB0TvRgqXhQeLRM41CZhQsTPMRY/SlCqUews9BKmxgvLaJ85xwzHKaui8VxwWXn7ffNTz/9hMvl4tJLLzWnOWZlZZGdnU337t2JifHPUy8oKOCnn34iPT2dli1bAv7fhT/++COJiYl06tTJjDly5EiklMycObPOYkZSTe/ZoVxc2AL4uCJZtAD/lVIuFkKMBZBSvoG/0MD9Qggv/nnad5wpma6P4uLi6N+/f0CbxWIxpwmoZDq0bDYbffv2DWrv2rVrUJvD4cDhcARM60hISAj6/ztdTEVRFKXmLBp0TQ6uE9chIXh+c4toHy2i3QFtMVZJz6aBbecSU4FLLrkkqC0tLS1o8M5OTQAAIABJREFUem1iYiL9+vULaLPZbFx++eVB159MmCuvQ6ptzPogZAm1lHIv0L2a9jcq/ftV4NWq59RXubm57N27ly5duhAb61/EUV5ezk8//URKSgqtWrUCwOfzUVpaGpRM79u3j4KCArp27YrFYjltTCU03G43LpeL0tJS84agKIqiKIpyNmr7uzqyePFinn/+eQzDwOFw8PTTTxMfH89DDz1EUVERQghGjRrFsGHDeOCBB9i7dy8Ajz76KFOnTuWFF15g0aJFALRu3Zpp06axbt26oJhqvm5ofPLJJ+zcuROA22+/neeee46LL744wr1SFEVRFKU+CONMoobLMAxef/11DMMAwOl0MnPmTGbPnk1RkX/dpZSS2bNn8/HHH7N7927z2u+//55PPvnETKYBDh8+zPz586uNqdQ9l8sV8LUtLS1l1qxZEeyRoiiKoij1iRqhrgNut5uSksBFGydOnAia0uHxeMzVq5Wd3DGi6vXVxVTqntPpNHdiOSkvL+80ZyuKoiiKogRSI9R1ICoqiquvvjqg7frrr+e6664LaLv44osZNmyYOT8a/FvIjBgxIqB8tRCCgQMHVhtTqXsJCQlcccUVAW3qa60oihJ+J5wa8zKjmb0zhj1F/t+VLgMWZUUxc3ssa47ZzHNXH7Uxc3ssX2RF4fY/zCWz0MLsnTHM3xNNnlM7bUyl5qSUfPnllzzzzDN8+OGHeDz+RZ+bN2/m+eefZ9asWeYg1OHDhzly5AiHDh0yn8aXlZXx3nvv8dxzzwUVUWtI1HdWHZkyZQodOnRg9+7d9OjRg2HDhqFpGjExMaxcuZKUlBRuv/124uPjefHFF3niiScQQvDiiy/SvHlzpk2bxvz58ykoKOCGG27gsssuo2vXrkExldB44oknuPfee3E6nYwePZobb7wx0l1SFEVpVJxe+Nv6BArc/t0hVhxx8OdeBXy6P5qNFftIZ+Q4KHKXYEiYm3lqoX5mkYXBaeX8fWMCRkW1xO+P2nmyd361MdvFGWF+dfXXO++8w3/+8x8AvvrqK3bt2sXgwYN56KGH8Pn82xUuX76c6dOnM378eAoKCgCYMGECb775JtOnT2fjxo2Af73Zww8/zODBgyPzYkJIJdR1xOFwcNdddwW1X3/99UGjnV27diU1NRWACy64AICWLVsGbdh+uphK3YuOjqZFixYADBkyJMK9URRFaXw259nMxBf8ZcKXH3KYyfRJ3x52YFTZYHf9cRvRFmkm0wB5Lp1FWdFBMVfmOGgXVxqaF9EAVV7jBfD111/j8/nMZBr8I9Pz5s0zk2nwT4f9+OOPzWS6cryGmFCrKR+KoiiKokRcjCW4DEWcVWLVAttjrNIs7nKSVYNYS3CZ8URbcFt1n0c5vZN1M06Kjo4mISEh6LwmTZoEtSUlJQXsR11dvIZCJdQRMHfuXHbs2MHOnTtZsmRJpLujKIqiKBF3UZKHbsmnCrU0cxhcn1rOsAtOLRq3aZKbLyjllnZl2Col2je3K+OG1HKaOk5N5bi0iZvrU5xBMX/ZpjzEr6RhGTlyJFarFfCv8Ro5ciS33XYbTZs2Nc8ZMGAAw4cP59JLLzXb0tLSuOWWW7jzzjvNtujo6Ab75F1N+QizVatWMWPGDPP4mWeeoVOnTmZZa0VRFEVpjDQBD3YrYmehBadXcHGyB6sGv25bTs+mbg6X6lyY6CHe5k+kX+ibx84CK21iDFrH+BPpZy7PZ2u+jRiLj06J/uqI1cVUaq5Pnz7MnTuXLVu2kJ6eTkpKCuCfW71u3TqSkpLMug0vvvgiI0eOxOfzMWvWLCwWCyNHjuSaa67h4MGD9OjRg/j4+Ei+nJBRCXWYVZ1LJKVk06ZNKqFWFEVRGj0hoHNicJnwNjEGbWICFxLG2ySXNQ8sPW7ToUeVcuSni6nUXJMmTRgwYEBAm8PhCCodLoQwqzpX3tGsffv2tG/fPuT9jCT1Pi3MOnfuHNR24YUXRqAniqIoiqIoSl1QCXWYXXPNNdx6660IIdA0jbFjx6qEWlEURVEUpR5TUz7CTNM0JkyYwM6dOwG4/fbbI9wjRVEURVEUpTZUQh0hVcuSK4qiKIqiKPWTSqhDbP369axcuZLU1FQGDx6M3W4nKyuLI0eOoGkaubm5NG3alKKiIhYuXEhBQQHXXnutmgYSZh6PhxMnTuB0Ovn+++/p27dvpLukKIqiAG4DvjniILvEwqVN3PRs5l90uO64jc0nbKTGehnQ2olVg/3FOhlHHERbJL9sU06iXe05HSrbtm1jyZIlJCYmMmzYMBITEzl69Cg5OTn4fD727dtHu3btIt3NsFEJdQgtWbKEv//97+bx2rVrGTduHGPGjMHpdAJw//33M2vWLH7/+99z4MABAD7++GOmTZtmbkOjhN5zzz3H4cOHAXj00UeZPHmyKvWuKIpyHnhzexzrjvurJX57xMHdnUrwSXh396nS47sKrQxOK2Pq+kS8FdUSVx6188zl+dj0asMqtbBlyxYmT55sVkv8+uuvmT59Ovfffz/5+fmAP7+ZMWMGaWlpkexq2DTIhHr69OlkZmZGuhvs2bMn4Hj16tXs2rXLTKYBcnNzGTVqFLm5uWabYRj8+c9/Nvd6jKT09PSgkugNTVFREcuXLw9o+/TTT1VCrSiKEmFFbsH647aAtm+qKT3+wzEbDl2ayTRArlNnS56NXs0Ct9FTam/RokUBpccPHjzI3LlzzWQawOVy8dVXXzFq1KhIdDHsGmRCnZmZycYt2/BFJ0e0HxanJ2AbFQkcK3IGfdFzCsqC2nKLnRzdkxPaDp6FVpYX0c8fLlarFYvFgtt96qYbFRUVwR4piqIo4C8pbtHAU6mCuEOX+GTweTHVlB6PUmXGQyI6OjqoLTExMagtJiYmHN05LzTIhBrAF52Ms8uQiPZBL84hevdXCJ9/M3p3i4txt+xGzPaFaO4SALwxzSi7cBBRe5ZjLTwIgM/ioKzzYKQjstWEHNs+i+jnD5eoqCh+85vfMHv2bMC/Gf0999wT2U4piqIoRFkkQ9LK+Hi/PzGzapKb25Xhk/Dylng8Pv+I9NC2ZVzVysWaY3byXP45Hpckubko0ROxvjdkw4cPZ/ny5eaIdL9+/bjttttYtWoVP/30EwBt2rRh8ODBkexmWDXYhPp8YMS1pOSS4ViKDuFzJGDENgeg5OKbsBRmg6bjjU8BTaM8/Ve4iw4jvE68CSlgsUe4943LPffcw3fffYfT6eSFF16gRYsWke6SoiiKAtzUrpweTd0cKrXQJcltLjT8Z598tudbSYn1khbrH7h69op8Np+wEW2RdEnyoDbUCo1WrVrx7rvvsmbNGpKSkujevTtCCF5++WVGjRqFz+dj5syZ2Gy2swdrIFRCHWLSFo2nacfARt2KN7nKylchMBLahK9jSpDo6Giio6NVMq0oinKeaRtn0DYusPR4kt3HlS1dAW12naBy5EpoREdHc8011wS06bpOXFwcQKNKpkFVSqwRrSwPzVkY0CZcxWiluSArzc/yutBLjoLhPdXmM9BLjiE85SGPqdSO1+ultLQ0YC61oiiKoijK2agR6jMxPETvXoKl5CgAnuT2lLf7BfbsH7Ad3YoAjKgkyjoNRC8+QtT+7xA+A59up7zjr5C6nehdX6J5ypBCw5lyGZ6mHes+ZosukfsaNRCLFy9mx44dSCm54447ePbZZ+nUqVOku6UoiqIoSj2gRqjPwHpit5n4Aljz9mLN3YW9IvEF0MvzsR39CUfWanPxoWa4sB/8AfvhDWieMgCE9OE4tA7r8e1BMS3HdwbHzKl5TLxqRLU23G43r776KrLiyUB+fj4zZsyIcK8URVEURakv1Aj1GWiu0uC2svygNuEqRnidgee5S80EzTzPZ6CVFwVdrzsLgmO6ax5TeJ1IS+Oaq1SXSktLKS0N/L8+duxYhHqjKJEhhEgF5gAt8O/yOUNKOa3KOQOAT4F9FU0fSSn/Fs5+KuGVVaIzdV3s2U+MkKNl/nHBFtHBW+adD7JKdNSzzsZBJdRn4Em6oGIahj+JlZoFd4suWPP3o3lPzV/2NumA8BnmtncAnuR2SGs0elmlgi3RTfA0uxDbiczAmM27YM37+TEjvb1efZeUlESPHj3YuHGj2VZ1oYWiNAJe4CEp5QYhRBywXgixREq5rcp530kpI7snqRIW6enpYf+cXq+XvLw8DMMgKSkJh8OBz+cjPz8fl8tFXFycueitqKiI0rJshBDY23ZGCIHT6SQ/Px9d10lOTsZiiWya04nIfB3rWkZGBhs2bKBjx45cf/316LrOrl27WLp0KYmJiQwZMoT4+Hhyc3M5evQoUkqysrJIS0vD5XKxaNEiDh48yFVXXUWvXr0i/XJCQiXUZ+CLbUZZx+uwHd8Bmo6rxSVIRzxlnQdhO7IZ4XXiaZKONzENb1xLfIc3oZedwBvfGneLS0AIpKZjLcjC50jA1aob0hpd5zGV2nvyySf53e9+h8vl4q677uLWW2+NdJcUJayklEeAIxX/LhZCbAfaAFUTaqWRCHeVXKfTye9+9zuOHvVPiywqKuL111/n3XffZevWrQCcOHGChx56CMMwePnll81rW7RowR133MG4cePwePx7T+u6zn/+859Gt9tEXZs3bx5vvPGGebxt2zYGDhzI5MmT8Xr9GyZ89dVXTJs2jfvvv9+s/Dx27FhmzJjBa6+9xurVqwH4+OOPeeyxx7j22mvD/0JCTCXUZ2EktKG8ynZ2PkcCznZXB56o23ClXhZ0vaf5RXiaXxTymErtxMfH07p1awBGjBgR4d4oSmQJIS4AegBrqvlwXyHEJuAw8Acp5dYwdk1pwNasWcORI0fMY7fbzSeffMI333wTcN6nn36KYQRuobd8+XIcDoeZTAMcPnyYtWvX0q9fv5D2u76bPn06mZmZp/34jh07Ao4///xzMjIyzGQa4MCBA4waNcpMpgHKy8v5/e9/T15eYNXll156iQULFpxTH9PT08P+Bu9chTShFkLsB4oBA/BKKXtX+bgApgGDgTLg/6SUG0LZJ0VRFOX0hBCxwP+AyVLKqos+NgBtpZQlQojBwCdAx2pi3AfcB5CWlhbiHisNRVRUVFBbdHQ0FoslIFGOiooKSqgtFku15bCri6mcG00L3L9CCBHUBv4nAjVpq+7ahiAcI9TXSClzT/OxQfhvxh2BK4DXK/4+b1iP7cB2bBtoFlytuuNNaotedAT7oQ3+6RlN03G37IZwl+I4uMY/PSOuNc7Uy0HTsWevq5ieEY8z9XJ8UUkhianU3Nq1a5k9ezYlJSUMGTKEESNGcOjQIfbv34/T6eTFF1/k/vvvVzdipdERQljxJ9PvSSk/qvrxygm2lHKREOJfQoimVe/xUsoZwAyA3r17SxSlBnr16kX37t3ZtGkTAE2bNuXWW2/FarXy7rvvAmC1Wrnrrrvw+Xw8/vjj5ijpnXfeyeDBg1m2bBknTpwAoEePHvTo0SMyL6YeOdvI77fffsvf/vY3fD7/ws/77ruPfv36MX78eAoL/fU0+vTpw9/+9jcmTZpkjmi3bNmS119/nffee48PP/wQ8Bd7efrpp+nWreFNV430lI9hwBzp37pitRAiUQjRqmIuX8TphYeIyvrePI7as5zSi24kOnMpwuf/IdYPbUBao7Ee34ml9DgAthO7AR/SGo39mH/6oeYuIXr3UsrT+gbH7Fy7mCVdh6Pqq9ZMbm4ujz/+uDna8frrr9OsWTPeffddiouLAVi4cCFCCB544IFIdlVRwqriieFbwHYp5YunOaclcFRKKYUQl+PfevVEGLupNGC6rvPCCy+wdu1aSktLufLKK4mOjmbkyJFceeWV7Nu3j169epnVbN955x3+8Ic/4HA4+L//+z8A3n77bb7//ntiY2O57LLLGuxoaDj179+fOXPm8OOPP9KpUyc6dvQ/lHrnnXdYvXo1CQkJ9O7dG03TeOWVV1izZg0ul4u+ffsSFRXF+PHj6d+/PwcPHuSyyy6jadOmEX5FoRHqhFoCXwkhJPBmxahFZW2Ag5WOsyvaapVQZ2dno5UV4tj2WW3CoLtLAo4FkqhdpxLfk2wH16IbgXtBW0/sRYrARx2auwTHvhXBMXdXEzNrLbqvhjG3fgpa3f9XamUnyM72nv3EemTTpk0Bjw4BVq5cyd69ewPa1q1bF85uKcr54CrgLmCLEOLHirZHgTQAKeUbwHDgfiGEFygH7pBV9/JUlFrQdZ2+ffsGtV900UVcdFHg2qGWLVuSnJwc0BYTE9MgF7xFWps2bWjTJnDtV1xcHNddd11Am8Vi4aqrrgq6/pJLLuGSSy4JaR8jLdQJdT8p5SEhRHNgiRBih5RyxVmvqiJS8/FkNUmqT7eiGU4qjwdLYUEKL0L6Aq6VQgsoGS4RSM0KhuvsMTULUtYsJiJ4jpJSvfbt2we1de7cmU2bNgUspujQoUM4u6UoESelzADO+KhLSvkq8Gp4eqQoilJ/hDShllIeqvj7mBDiY+ByoHJCfQhIrXScUtFWNc45zcdLSUnhqMuCs0stt0qVPhwHVmHNzQRNw92iK642PbAe247j0HowPHgT0yhv1x+97ARR+1aguUswopIo73ANUrMStXc5lpJj+CxRONv2xZuYWvcxk9rW7nWehmPbZ6SktAxJ7Ehp164dY8eOZfbs2bjdbgYMGMDQoUNp164dU6ZMwev10qlTJ8aNGxfpriqKoiiKUk+ELKEWQsQAWsV+pjHA9UDViloLgAlCiPfxL0YsPF/mTwMgNJwX9PMvBkQD3f/l8jS/CE/TjuAzwGIHwIhrQUnX4QivC2l1mCHKOt/or2So20D453KFIqZSc7fffjs333wzbreb2Fh/BbBevXrRuXNnDMPgX//6V4R7qCiKoihKfRLKbKwFkFGxX+la4HMp5WIhxFghxNiKcxYBe4FMYCZwfg4L6jYz8TVpFjPxNQkRkPieJC2O4MQ3FDGVGrPZbGYyfZIQIuJVtZRgubm5TJw40Vy5ryiKoijnm5BlD1LKvUD3atrfqPRvCYwPVR/CSkos+fvNqoZGvL9IiF5yDEvBQXyOeDzJHUDTEK4SrCcyQbPgaZLuT5gND9YTmWgeJ57kdviiEiP8ghoXwzAoKCjA6XSyadMmuncP+tZVIiArK4upU6eyc+dOZs2axSOPPBLpLimKEmZer5elS5eyb98+rrjiCnr27AnA+vXrOXLkCA6HA8Mw0HWdrKwslixZQmxsLIMGDSI+Pj7CvVcaCzUcV0fsB9ea29nZc7ZQntYHaY0ias9yc5WPpTAbZ0pvYrctQFTsCmI7tp2SLkOJ2fUlepl/BM6Ws4XSzoPxxTTMrWXORy+++CIHD/o3nJk8eTKPPPIIAwcOjHCvGrfdu3czYcIE3G43mqaxePFi7r33Xpo3bx7primKEkbPPfccS5cuBWD+/Pk88sgjGIbB888/b57zz3/+kxEjRjBu3DhcLv/C/88//5xZs2ap0uNKWKiEui74vNiOB5bmtB3dirRGByyZt+bvx2eNNpNp8G97Z8v5yUymAYQ0sB3fiVMl1Gd0tnKpNWUYBtu2bQtomzZtGosWLap1bKgfJVPPRwsXLsTtDtw68qWXXuKZZ56JUI8URQm3wsJCli1bFtD20UcfBVVKXLJkCTabzUymAQ4ePMgPP/xQ7TZuilLX1CTcOiGC5zMLLahNIvzb3lVV3cbzan50WIkqhXGqHivhV9189vXr10egJ4qiRIqu60HFWWw2W9Cos67r2O1V1iBBtW2KEgpqhLouaDqulpfgOOyvhSABV6vuSGsUeslRcy9pT9OOeFpcjC1vL5qnDAAjKgl3i0uwFB/FUuzf4ETqNtzNL6r2Uymn1OWo7xtvvMG8efMA0DSNP/3pT1x99dV1Fl85dzfddBOfffZZQCGeG264IYI9UhQl3GJjYxk+fDjvv/8+4H+j/dvf/hafz8cTTzxhjlSPGDGCIUOG8PXXX5Ofnw9At27dzPnWihJqKqGuI+7WPTDiWvkXJca1whftr95UcvHNWAqz8TkS/AsVhaDk4puw5h9Aarp/D2nNQlnH67EUZiE8TrxJaUhrdIRfUeMyduxYrrjiCvbu3Uvv3r1p2zY0e3srNZeWlsa//vUv7rvvPrxeLzabzSwvrChK4zFmzBj69u3L/v376dWrl1mx7+233+aPf/wjDoeDUaNGATB79mxWrlxJXFwcffr0UaXHlbBRCXUdMuJaYsQFFkKRjng8ji6BJ1rseJp1CmzTNLxJF4S2g8oZ9ejRgx49ekS6G0ol6enp3HjjjSxYsIDBgwfTpEmTSHdJUZQI6NatG926dQtoa9OmTdA9IT4+nkGDBoWza4oCqDnUdcvwoJXlge9UuXCkRCvPB2/g4irhKka4SwPbPOVozsKzx1SURuSee+6hW7du3HPPPZHuiqIoiqJUS41Q1xFLQRZR+75DGG581mjK0n+F1G1E716C7ipCajrOtD54ktsTtWc51sJsJOBp2gnnBVdhP7QBW85mhJR4Y5pR1vE6LCVHg2KqrfSUxqZp06a88sorke6GoiiKopxWg02otbI8HNs+C88nkxKrM89cfKh5yojeuRgpNHTDv4WP8Bk49q/Emv0jFq9/ZFoAttxdiMLDWD0lZjhL6XFitnyM5nMFxfQ6wlfwRSvLA1qe9TxFURRFUZTGrEEm1Onp6WH9fP59jHMD2myaxGrVKC8/1SaAZnE28vMDp3q0iLORlxcYMynGSlFReUCbTZN07xDOBLdl2L+WiqIoiqIo9U2DTKgjUUTj4YcfZt26debxkCFDaNKkCW+99ZbZ1q5dOyZPnszkyZPxV13376f54osvMmnSJIqKisxzH3zwQT777LOgmL///e/D8GoURVGUk8rKysjNzcUwDLKyskhLS4t0lxoVwzBYvnw5+/bto0+fPnTt2hWATZs2kZOTE1B6/NChQyxdupTY2FhuuOEGYmNjI9x7pbEQJxO7+qJ3796ycpJ5vigsLOTf//43u3btolevXtx9993ous78+fPJyMggNTWVe++9lxYtWrBixQr+8Y9/oGkaU6dOpVu3bmRmZjJnzhwKCwu54YYbGDx4cLUxVQlVRanfhBDrpZS9I92PcDlf79k1ZRgGY8aMYc+ePYC/UMirr76qnt6F0XPPPcfixYvN40cffRTDMHjuuefMthtvvJFbb72VcePG4XQ6AWjbti0zZ87EarWGvc9Kw1HTe7ZKqCPk5Cj69OnTI9wTRVHCSSXU4TF9+nQyMzNrHae4uJj9+/cHtCUnJ5t7IddGenp6RJ6o1ieFhYXccsst+CrtdNWpUycMwzDf5IC/INeQIUNYsGBBwPV///vf6du3b9j6qzQ8Nb1nN8gpH4qiKIpSF4QQNWpTQkPX9aCvt8ViCWrTdR2LJTil0XU9pP1TlJNUQh1CXq+XOXPmsHLlSlJTUxk9ejRt2rRhyZIlZGZmomka69ato3fvRjNYpSiKEhZ1NfIrpWTy5Mls3rwZ8JfCfvHFF9U86jCJjY3l5ptv5sMPPwT8I9G/+c1v8Pl8PPnkk+bI9S233MLQoUNZunSpuR6pS5cu9OrVK2J9VxoXNeUjhGbPns3bb79tHqempjJ58mQeeughs81qtTJnzhxatlTb0ylKY6CmfNQ/Ho+HlStXUlhYyNVXX01ycnKku9TorF+/nn379nH55Zebb2YOHDjAn/70JxwOB//+978BKCgoYMWKFcTGxtKvXz+17kipNTXl4zywatWqgOODBw+yZMmSgDaPx8PatWsZOnRoOLumKIqi1JDVamXAgAGR7kaj1qtXr6DR5rZt29K0aWCxs8TERPX7VIkIVXo8hNq2bRtwHB0dTadOnc56nqIoiqIoilJ/qIQ6hEaNGkX79u0BiImJ4cEHH2TIkCH079/fPGf48OF07949Ul1UFEVRFEVRaklN+QihFi1a8NZbb3HkyBGSkpJwOBwAPPnkk9x///0IIRg/fnyEe6koiqIoiqLUhhqhDoNWrVqZyfRJVqu12i1+FEVRFEVR6qvc3FwmTpzIiRMnIt2VsFIJdR1au3Yt7777Ltu2bTPb9u7dy3//+19WrFiBYRgA5OXlkZubS15eHqWlpQC43W6+/PJL5s+fT05OTkT6ryiKoijnG5/Px7fffsvbb7/N9u3bzfZt27Zx9OhRCgsLAwq/KJFTUlLCX//6VzZv3sybb74Z6e6Eldo2r47MnDmT//73v+bxww8/TFJSEo8//rj5g3799dczcuRIxowZQ0FBAQBpaWm8/vrr/PGPf2Tr1q0AOBwOXnvtNXP+taIoDYfaNk9Rzs3zzz/P559/DviL6jz++OMYhsHf//5385yhQ4fywAMPRKqLClBeXs7vfve7gEHB119/nc6dO0ewV7VX03u2GqGuA26329x0/qT333+fDz74IOBd85IlS/jf//5nJtMAWVlZzJs3z0ymAZxOJ5988knoO64oiqIo57GioiK++OIL81hKyfz58/nggw8Czvv8888pKSkJd/eUSlauXBn0hP2ll16KUG/CTyXUIVTT0f/qzqtvTw4URVEUpa5pmhZUZlwIUaM2Jbw0LTil3LNnTwR6Ehkqoa4DNpuNW265JaDt9ttvZ8SIEQHfYNdeey233norCQkJZltqaip33HEHXbp0MdscDgc33XRT6DuuKIqiKOex2NjYgEItmqZx5513cueddwb8fh02bBgxMTGR6KJS4aqrriI2Njag7ZprrolQb8JPzaGuQ6tXr2b37t307NmTiy++GPC/O/v+++9JTU2lX79+6LpOXl4eEyZMQAjBjBkziImJweVysXz5cvLz8xkwYACtWrWK8KtRFCUU1BxqRTk3UkrWrFljlh7v0KEDAJmZmfz5z382S4+rEerIO3jwIPfccw+GYWC1Wpk3bx5NmjSJdLdqRZUej4A+ffok9i+dAAAgAElEQVTQp0+fgLYOHTqYP/wnJScnm+VST76jttvtDBw4MDwdVRRFUZR6QghR7e/X9PR0mjVrZp6jRF5qaio33ngjCxYsYPDgwfU+mT4XIZ/yIYTQhRAbhRCfVfOx/xNCHBdC/FjxZ1So+3O+8Hq95jZ6iqIoiqIoDcE999xDt27duOeeeyLdlbAKxxzq3wPbz/DxeVLKSyv+zApDfyLK6/Xy1FNPsX37drZt28Ybb7wR6S4piqIoiqLUiaZNm/LKK680qtFpCHFCLYRIAW4EGnyiXFNffvkly5YtM4/nzZvH5s2bI9gjRVEURVEUpTZCPUL9MvBH4EwljG4VQmwWQnwohEit7gQhxH1CiHVCiHXHjx8PSUfD5cCBA0Ft+/fvD39HFEVRFEVRlDoRsoRaCDEEOCalXH+G0xYCF0gpuwFLgLerO0lKOUNK2VtK2fvkAoT6quqiCovFwmWXXRah3iiKoiiKoii1FcoR6quAoUKI/cD7wC+FEO9WPkFKeUJK6ao4nAX0CmF/zgs9e/ZkypQpREVFER0dzdNPP622yFMURVEURanHQpZQSyn/JKVMkVJeANwBLJNS/rbyOUKIypnkUM68eLHBuOGGG0hPT6dDhw5cfvnlke6OoiiKoiiKUgth34daCPE3YJ2UcgEwSQgxFPACecD/hbs/iqL8f/buPD7q6t7/+OvznclCEiDs+w4uIBQ1dalaqbYu1dJ63bXeW72CtrRcl1at2l6w/q611mpRi0tttdbqtbVeN1xoFcW6sqnsRkB2CFsgISGZ7/f8/phhyCQBApnkO0nez8cjD+Z78p0zn5khJ5+cOd/zERERkcZoloTaOTcDmJG4/fMa7T8FftocMYQhCAKeeeYZ3nnnHfr168fll19O9+7deeedd1i+fDlmxqeffsrIkSP5/PPPeeKJJ9i2bRtnnHGGiryIiIiItBCqlNiEnnrqKX7/+/iOgQsWLGDp0qVce+21/PznP2d3yfef/OQnPPLII1x33XVs374dgI8//ph27dpx8sknhxa7iIiIiDRMcxR2abNmzpyZcrxs2TJeeeWVZDINsGvXLv7+978nk+nd3n777WaJUUREREQaRwl1E+rdu3fKcW5uLgMHDqxz3iGHHFKnrU+fPk0VloiIiIikkRLqJvSf//mfyaQ6JyeHH/7wh3z7299O2dnjrLPO4owzzuC73/0unhd/Ow477DDOO++8UGIWERERkQOjNdRNqE+fPjzxxBMsX76cHj16UFBQAMCdd97JVVddhZnx4x//GIgn3+eccw47duxgwIABYYYtIiIiIgdAM9RNzPM8hgwZkkymd8vJySE7OzulrXPnzkqmRSQUZtbPzN40s4VmtsDM/quec8zMpphZsZl9YmZHhRGriEim0Qx1CMrKytiyZQue51FVVVUnsRYRCUEMuN45N8fM2gOzzWy6c25hjXPOBIYlvo4Fpib+FWl2y5cvp6SkhNzc3LBDEdEMdXPbsmULl19+OWvWrGHVqlVMmDCBqqqqsMMSkTbOObfOOTcncXsH8cq1ta+O/jbwJxf3PlBYq+KtSLN46623uPLKK1m/fj0rVqxg6tSpYYckbZxmqBtoypQpFBcXN7qfjRs3smnTpuRxcXEx48aNo2PHjo3ue+jQoUycOLHR/YhI22ZmA4EjgQ9qfasPsKrG8epE27pmCUxatHT9HoX4784gCJLHf/3rX5k/fz6RSKTRfet3qRwMzVA3s5p7UO9Wc1AQEQmTmRUAzwLXOOe27+/8vfQx3sxmmdmskpKS9AYoQt3fpfX9bhVpTpqhbqB0/bW6du1axo8fT3l5OQA9evTgoYceIi8vLy39i4gcLDPLIp5MP+mc+3s9p6wB+tU47ptoS+Gcexh4GKCoqEiZjgDp+z0K8Nprr/HLX/4yeXz22Wdz/fXXp61/kQOlhLqZ9e7dm0ceeYTXX3+dnJwczjjjDCXTIhI6MzPgUWCRc+43ezntBeCHZvY08YsRS51zWu4hze7000+nd+/efPTRRwwaNIiTTz457JCkjVNCHYJevXrxH//xH2GHISJS0wnAZcCnZjYv0XYz0B/AOfcgMA34JlAM7AQuDyFOEQBGjhzJyJEjww5DBFBCLSIigHPuHcD2c44DJjRPRCIiLYcuShQRERERaQQl1CIiIiIijaCEWkRERESkEZRQi4iIiIg0ghJqEREREZFGUEItIiIiItIISqhFRERERBpBCbWIiIiISCMooRYRERERaQQl1CIiIiIijaCEWkRERESkEcw5F3YMB8TMSoAvwo4jTboCm8IOQlLoPclMrel9GeCc6xZ2EM1FY7Y0A70vmac1vScNGrNbXELdmpjZLOdcUdhxyB56TzKT3hfJBPp/mJn0vmSetvieaMmHiIiIiEgjKKEWEREREWkEJdThejjsAKQOvSeZSe+LZAL9P8xMel8yT5t7T7SGWkRERESkETRDLSIiIiLSCEqo98LMyvbxvXeb8HFvbqq+W4KwXveGMrNpZlZ4EPebZGY/boqYmlNTvz9mNtbMbjqI++33sc3s92Y2/OAik0ynMTscGrMzm8bs5qMlH3thZmXOuYJabVHnXKy5H7ctCet1b+rHM7NJQJlz7tdhxZAOIf5cZOTrIZlDY3Y4NGY3XQzpoDG7+WiGej/MbIyZzTSzF4CFibayxL+9zOxtM5tnZvPN7KR67j/CzD5MnPOJmQ1LtH+3RvtDZhYxs18C7RJtTybOuy7R93wzuybRlm9mL5vZx4n2CxPtPzezjxJtD5uZNc+rlH5peN3fN7MRNY5nmFlR4rX7Q+K1n2tm3058/3tm9oKZvQH8c2+PYWYrzKxr4va/J97Tj83siUTbQDN7I9H+TzPrX09soxPxfWJmz5lZpxox3mtms4D/SvNLmlZN+P58z8zuT7Q9ZmYPmtkHwK/MrJuZTTezBYmZiy9qvBdlNeKaYWZ/M7PFZvbk7p+D3Y+RuH2Gmc1JvHf/TLQdY2bvJf5fvGtmhzblayhNQ2N2ODRma8xu82O2c05f9XwR/8sUYAxQDgyq53vXA7ckbkeA9vX0cx9waeJ2NtAOOBx4EchKtP8O+PeafSduHw18CuQDBcAC4EjgXOCRGud1TPzbuUbbE8C3wn4dQ3zdrwUmJ273ApYkbv8P8N3E7UJgaeL1/R6wevdruLfHAFYQrwA1InHfrjVf+8T7+h+J21cA/5e4PQn4ceL2J8DJidu3Afcmbs8Afhf2exDy+/M94P7E7ceAl4BI4vh+4KeJ22cArsbrXzOuUqAv8QmD94ATa7y+RUA3YNXu2Gu8dx2AaOL214Fnw3699RXK/02N2eG87hqzW+b78z00ZuOc0wx1A33onFteT/tHwOUW/2hopHNuRz3nvAfcbGY3Ei9fWQGcSnzg/cjM5iWOB9dz3xOB55xz5c65MuDvwEnEB+xvmNmdZnaSc640cf7XzOwDM/sUOIX4ANKSNeZ1fwY4L3H7AuBvidunATclXvcZQC6we0ZiunNuSwMf4xTgr865TQA17nc88JfE7SeIv4dJZtYRKHTOvZVoehz4ao1T/ree55KpmuL9qe2vzjk/cftE4GkA59yrwNZ9xLXaORcA84CBtb5/HPD27thrvHcdgb+a2XzgHlr+z09bpjE7HBqzM5vG7CakhLphyutrdM69TfwHaw3wWOLjpHMSH5vMM7Mi59xfgLFABTDNzE4BDHjcOTc68XWoc25SQ4Nxzi0FjiI+SN9u8Y8Nc4nPmpznnBsJPEJ84GnJGvO6rwE2m9ko4EL2DHoGnFvjte/vnFtU+/Hqe4ymeYp11PucM1RTvD8Neoz92FXjtg9EG3i/XwBvOueOAL5Fy//5acs0ZodDY3Zm05jdhJRQN4KZDQA2OOceAX4PHOWce67GD/4sMxsMLHPOTQGeB0YB/wTOM7PuiX46J/oCqDazrMTtmcB3zCzPzPKBc4CZZtYb2Omc+zNwF/GBevd/pE1mVsCevyRbnYa87olT/xe4gfjHq58k2l4DflRjjdaRDX2MWqe8AZxvZl0S53dOtL8LXJS4fSnx9zApMTO11fasUbsMeItWpJHvz778i/jMCGZ2GtDpIEN8H/iqmQ1K9LX7vetI/BcKxD/GlFZGY3Y4NGZnNo3Z6dHQvwKkfmOAn5hZNVAG1PcX8QXAZYlz1gP/45zbYma3Aq+bmQdUAxOAL4hXF/rEzOY45y41s8eADxN9/d45N9fMTgfuMrMgcd/vO+e2mdkjwPzE43zURM85E4xh/687xD+S+i3xv2J3+wVwL/HX2AOWA2cf6GM45xaY2f8D3jIzH5hL/Af6R8AfzewnQAlweT19/wfwoJnlAcv2ck5LNoaDf3/2ZTLwlJldRvxj+fVAfR9N7pNzrsTMxgN/T/wf2Ah8A/gV8HjiZ/PlA+1XWoQxaMwOwxg0ZmeyMWjMbjRtmyciLYKZ5QC+cy5mZscDU51zo8OOS0RE6mprY7ZmqEWkpegPPJOYoagCxoUcj4iI7F2bGrM1Qy0iIiIi0gi6KFFEREREpBGUUIuIiIiINIISahERERGRRlBCLa2Gmd1iZgvM7JPEZvTHprHvaWZWmK7+RETaOo3Z0ppolw9pFRJb8pxNfEP6XWbWFchOV//OuW+mqy8RkbZOY7a0NpqhltaiF7DJObcLwDm3yTm31sxWmNmvzOxTM/vQzIYCmFk3M3vWzD5KfJ2QaC8wsz8mzv/EzM5NtK9IDPiY2XcTfc0zs4fMLJL4eszM5ifue21Ir4OISEugMVtaFSXU0lq8DvQzs6Vm9jszO7nG90qdcyOB+4lX3IJ4tad7nHNfBs4lXm4V4Ge7z3fOjSJerjbJzA4HLgROSGxQ7xMvVzsa6OOcOyLxWH9smqcpItIqaMyWVkVLPqRVcM6VmdnRwEnA14D/NbObEt9+qsa/9yRufx0Ybma7u+hgZgWJ9otq9Lu11kOdChwNfJS4bzviZVBfBAab2X3ES6C+nr5nJyLSumjMltZGCbW0Gs45H5gBzDCzT4H/2P2tmqcl/vWA45xzlTX7qDFY740BjzvnflrnG2ZfAk4HrgYuAK44wKcgItJmaMyW1kRLPqRVMLNDzWxYjabRwBeJ2xfW+Pe9xO3XgR/VuP/oxM3pwIQa7Z1qPdQ/gfPMrHvi+53NbEBirZ7nnHsWuBU4qvHPSkSkddKYLa2NZqiltSgA7ktskxQDioHxxK8i72RmnwC7gIsT508EHki0R4G3ic9S3J5on098rd1k4O+7H8Q5t9DMbgVeNzMPqCY+mFcAf0y0AdSZDRERkSSN2dKqmHNu/2eJtFBmtgIocs5tCjsWERHZN43Z0lJpyYeIiIiISCNohlpEREREpBE0Qy0iIiIi0ghKqEVEREREGkEJtYiIiIhIIyihFhERERFpBCXUIiIiIiKNoIRaRERERKQRlFCLiIiIiDSCEmoRERERkUZQQi0iIiIi0ghKqEVEREREGkEJtYiIiIhIIyihFhERERFpBCXUIiIiIiKNoIRaRERERKQRlFCLiIiIiDSCEmoRERERkUZQQi0iIiIi0ghKqEVEREREGkEJtYiIiIhIIyihFhERERFpBCXUIiIiIiKNoIRaRERERKQRlFCLiIiIiDSCEmoRERERkUZQQi0iIiIi0ghKqEVEREREGkEJtYiIiIhII0TDDuBAde3a1Q0cODDsMEREDsrs2bM3Oee6hR1Hc9GYLSItWUPH7BaXUA8cOJBZs2aFHYaIyEExsy/CjqE5acwWkZasoWO2lnyIiIiIiDSCEmoRERERkUZQQi0iIiIi0ghKqEVEREREGkEJtYiIiIhIIyihFhERERFphNATajM71Mzm1fjabmbXhB2XiIiIiEhDhL4PtXNuCTAawMwiwBrguVCDEhERERFpoNBnqGs5FfjcOdemCh+IiIiISMuVaQn1RcBTYQchIiIiItJQGZNQm1k2MBb4az3fG29ms8xsVklJSfMHJyLSyplZPzN708wWmtkCM/uves4ZY2alNa55+XkYsYqIZJqMSaiBM4E5zrkNtb/hnHvYOVfknCvq1q1bCKGJSBiCIGDx4sWsWbMm7FDaghhwvXNuOHAcMMHMhtdz3kzn3OjE123NG6KIZIogCFi0aBFr165NaV+5ciWfffZZStvmzZv59NNPqa6ubs4Qm1XoFyXWcDFa7iEiCaWlpVx33XUsW7YMgHPOOYeJEyeGHFXr5ZxbB6xL3N5hZouAPsDCUAMTkYyzdetWrr/+epYvX46Z8W//9m9MmDCBX/ziF7z55psAjBw5kjvvvJNp06YxdepUfN+na9eu3HXXXQwcODDcJ9AEzDkXdgyYWT6wEhjsnCvd17lFRUVu1qxZzROYiBywKVOmUFxc3Oh+1q9fT+0lXkOHDqVdu3aN7nvo0KGhJedmNts5VxTKgzeQmQ0E3gaOcM5tr9E+BngWWA2sBX7snFuwr740ZotktoMZs+sbn3v37l1ntrpHjx5s3LiRmrlmhw4dGDBgwAE9XksYszNihto5Vw50CTsOEckc9X00WF1dnZaEWvbOzAqIJ83X1EymE+YAA5xzZWb2TeD/gGH19DEeGA/Qv3//Jo5YRJpbVVVVnbZdu3bVe17tidvWuuwjI2aoD4RmO0Tahg8++ICbbropedypUyeefPLJFp9QZ/IMtZllAS8BrznnftOA81cARc65TXs7R2O2SOvz3nvvcfPNNyePO3fuzH333ceVV15JRUUFAJ7n8cADD3DPPfewdOnS5Lk/+MEPOP/885s95oPV0DFbCbWIZKyZM2dy1113EY1Guffee1vFbGemJtRmZsDjwBbnXL3Vas2sJ7DBOefM7Bjgb8RnrPf6i0Rjtkjr9NZbb/Haa6/RsWNHLrnkEvr168fSpUu54YYbcM7x85//nKOPPpotW7bw5JNPsmrVKk488US+9a1vER9uWoYWteRDRKQ+J510En/9a3wnzdaQTGe4E4DLgE/NbF6i7WagP4Bz7kHgPOD7ZhYDKoCL9pVMi0jrdfLJJ3PyySentB1yyCHJsfroo48G4rPXP/rRj5o9vuamhFpERHDOvQPsc9rIOXc/cH/zRCQi0nJk0j7UIiIiIiItjhJqEck427dvZ/bs2ZSW7tlFs7q6mnnz5qnIi4iIZBwt+RCRjPL+++8zadIkdu3aRXZ2Nj179qRdu3ZcdtllbNgQL6R64YUXcvXVV4ccqYiISJxmqEUko/zud79L7mdaVVXFunXrKCkpSSbTAM8880ydAgIiItJ8nHMUFxfXKfBSVVVFZWVlSltpaSlLlizB9/3mDLFZKaEWkYyyefPmlONYLFanEIBzji1btjRnWCIiklBaWspVV13FuHHjuOiii3jooYdwznHHHXewZMkSPvvsM6677joqKyt5/vnnOf/887n66qu59NJLWblyZdjhNwkl1CKSUb7+9a+nHBcWFlJYWJjS1rdvXw4//PDmDEtERBL++te/8tlnnwEQBAFPP/0006ZN4/XXX0+eM3fuXJ5//nmmTp2anBTZsGEDf/jDH0KJualpDbWIZJQf/vCH9OzZk/nz5xONRpk1axa+73P11VezYMECunbtysUXX0wkEgk7VBGRNmn9+vV12j7//PM6bStXrqxTkry++7YGmqEWkYySlZXFxRdfzBlnnMHbb7/Nzp072b59O08++SQ33ngjEydOpFu3bmGHKSLSZo0ZMybluLCwkHPOOYfc3Nxkm+d5nHXWWQwdOnSf920tlFCLSEaaOXNmyvGOHTuYO3duSNGIiMhuJ554IrfccgtFRUWceuqp3HPPPfTr14+7776bDh060L59e26//XaGDx/OHXfcwbe+9S1Gjx7NhAkTuPDCC8MOv0loyYeIZKQ+ffo0qE1ERJrf17/+9TrXvAwfPpwBAwYAcPzxxwPQtWtXrrvuumaPr7lphlpEMtK5557LiBEjkseXXHIJgwYNCjEiERGR+imhFpGMVFBQwP33388hhxzCYYcdxrhx48IOSUREpF5a8iEiGS0nJyfsEERERPZJM9QiIiIiIo2ghFpERESkDSopKWHNmjUpbWVlZSxbtowgCJJtsViM4uJiKioqUs5duXJlnaq11dXVdfaebmyfLYGWfIhIRikvL+fRRx/lk08+YcSIEfi+ryIuIiJp5Jzj7rvvZtq0aTjnOPbYY7ntttuYPn069913H7t27aJPnz7ceeedlJWVccstt7B582by8/P56U9/yqhRo7jxxhtZtGgRkUiESy65hMsvv5y7776bxYsXA3DTTTc1us8rrrgi5Feq4cw5F3YMB6SoqMjNmjUr7DBEpIn84he/4I033kged+jQgQEDBjBlypQQo0ofM5vtnCsKO47mojFbJH2mTJlCcXFxo/spKytj+fLlKW09e/Zkw4YN1MwLO3bsSHV1NTt37ky2RaNRCgsL2bRpU8r9+/TpU2e2+0D67NSpEyUlJSn3HzZsWEqxmHQaOnQoEydO3O95DR2zNUMtIhnl3XffTTnevn17SJGIiGSW4uJi5i6YC4WN68cqjQipn/yt3bIWz6WuBN5Wtg0CMCzZFovF2Fi6Ea/WquGVm1Y2qs8N2zbU6XPxusW47CaY+N2W/i6VUItIRunXrx+fffZZ8li7fIiI1FAIwZhg/+fty07wpnuYH09qHQ7/OB/mgbd9T1LrH+ZjFUZk2Z5EOege4A/y8T7Yc57Ldvgn+XhvprnPU/wmyVS9Gem/hFAJtYhklGuuuYaf//znbN68mU6dOpGdnU15eXnYYYmItB55EDshRmRpBHzwh/i4ro7YV2JEFkawMiPoHRAMCyAAssBKDFfo8A/3IQdiR8XwVnqQE0+S6dAEfbagLLUFhSoibcHw4cN5+umnWbBgAf/zP//Dhg0bAJg0aRKTJk0KNzgRkVbCdXXEusZSG/PAL/JT2yLgj6jVBgQDA4KBqTPlTdFnS6Ft80Qk40SjUd577z02btyYbHvrrbdYuHBhiFGJiIjUTwm1iGSk+i5G1AWKIiKSiZRQi0hGOuOMM/C8PUNUz549Oeqoo0KMSEREpH5KqEUkI40aNYp77rmHTp060a1bN+677z6ys7PDDktERKQOXZQoIhlr1KhR9O3bF4CuXbuGHI2IiKQoJ55J1tzdtJL4Lh55NdqqE+0FUGP76VZFCbWIiIiINFw1RN+N4m32cObwD/MJDg+IzIvgLfMwjKBXQOyYGN5qj8jHESxmuPaO6q9UQ37YTyD9tORDRERERBos8lkEb3M8hTRnRBdFsS/ixVp2V0D01nl4y/ck0wC2w4gsjOy135ZMCbWIhGrhwoW88cYbKTt4rF27lunTp7NmzZpkW1lZGW+88Qbz588PI0wREdmtrG6Tt6VuSmmllkymk207WueaDy35EJHQ3HPPPbzwwgsA5Ofnc++997JixQruuOMOgiDAzOjduzd5eXlceumlyaT7jDPO4MYbbwwzdBGRNsv1drC6xnGWwx/i433hYcGehDnoH+Bt8VKS6KB3yyzcsj9KqEUkFOvXr+fFF19MHpeXl/PUU0+xcOFCgiA+4Drn2LBhA+3bt0+ZwX711Ve5+OKL6d+/f7PHLSLS1gV9A2JViTLh2cRLh+8uPb4kXno8GBLgusXXTEcWRrAdidLjhyqhFhFJm/LycpxzKW1lZWWUl5entPm+j+/XLVFbVlbPZ44iItIsgsEBweBapce7OWLdapUezwf/y3XH8NYmI9ZQm1mhmf3NzBab2SIzOz7smESkaQ0ZMoThw4entJ199tmcffbZKW2dO3emU6dOmO35yHDYsGEcfvjhzRKniIjI/mTKDPVvgVedc+eZWTapuxeKSCt155138sILL7B+/XpOPvlkjj76aE488UT69+/P/PnzKSsr47333qOiooIf/OAHrFq1ioqKClasWMEVV1zBOeecw9ixY8N+GiIi0saFnlCbWUfgq8D3AJxzVUBVmDGJSPMoKCjgkksuSWkzs2TZ8TvuuAOAqqoqHn30Ue69914mTJiQXAJyzz330KNHD4499thmj11ERGS3TFjyMQgoAf5oZnPN7Pdm1gq3/BaRA/HRRx+lHFdWVvLKK6/UWU9d+zwREZHmlgkJdRQ4CpjqnDuSeCHLm2qeYGbjzWyWmc0qKSkJI0YRaWaDBw9OOTYzjjzyyDrnDRo0qLlCEhFp/XzimVhNLtFWe4OOCuJlxWuqIl5m/GD7bKFCX/JBfCfD1c65DxLHf6NWQu2cexh4GKCoqCh1WwARaXVWrlxJu3btOOqoo5gzZw6e5/G9732PyspKTjvtNGbMmEEsFuPUU0/l9NNPDztcEZFWwVvlEZkXwaqNoGNA7PgYVm1E349i5YbLccSKYrjOjugHUbyNHs5z+If7BIcGRD6J4H3ugYOgT4D/ZR9vTQP77NGy07vQE2rn3HozW2VmhzrnlgCnAgvDjktEwvHqq6/yq1/9KrmlXq9evcjLy+N///d/k1vqjRkzhuuvv56CgoIwQxURaT1iEJm7p0y4V+oRWRDBKg0rT5QO32VE50TxB/h4GxOlxwMjsiCCy3NEiveUFY+sieC6ungfDeiz+oxqaMFFFDNhyQfAj4AnzewTYDTwPyHHIyIheeyxx1L2py4pKWHz5s0p+1PPmDGDzZs3hxGeiEjrVEG9ZcJte622inraMLxN9ZQe31Z/6fH6+qTW9tUtTegz1ADOuXlAUdhxiLQ1U6ZMobi4OOwwUmzatCnlOBaLpVRJ3O0Xv/gFeXmZscPm0KFDmThxYthhiIgcvAJwBQ4r25Psup4OV+mIrNgz8xx0DeKlx9fuuauLOvxBPt4KD3M1yoz3C/A2ew3qk6wmel7NJCMSahEJR3FxMXMXzIXCsCPZw8vy8Pw9Mx2BF+B7Pl7gYYnPA13EsWTLEtgaVpQ1bAs7ABGRNDCo/ko10flRKAPXy+Ef5scvGoyAlRiu0OM27FMAACAASURBVOEf4UMu8dLjX3iQA/5wHwoh9pVapce7u4b32cIpoRZp6wohGBPyZdZVxC9m2ejhOjhih8TiMxqV4G1NDNj9fWynQVX8Y8RIVQR/iE8wNNzYvRmZsnJORKSRCiB2XK21Fx74X6qb8AZDgzrjr+vhiPWodf8D6LMl028CEQld5JMIkZXxC1W8jR7eSg9X6IisjWAVhrfNIzI/gt/Xx1vl4W33sHIj+kkUW9eCr2IREZFWQQm1iIRu99XiyeNtHrah1kUrgeF9kbo+r777ioiINDf9JhKR0LnC1P1HXZ7DdarVhqt3n9La9xUREWluSqhFJDwObIMRdAoIOsbX4rm8xEUrBkH3IJ5IZzn84T62y/D7+7iIw5nDH+gT9G8lZbZERKTF0kWJIhKayKwIkVXxrZNcxFF9QnV8bfScPUNT7IgYrqsj+k40uZ9p0DsgVhTTCJZGZtYP+BPQg3hR4Iedc7+tdY4BvwW+CewEvuecm9PcsYpIEwqAXUC7Gm2OeDnxHFKnYncBEVLH4urE+dkH2WcLpV9HIhKOMpLJNID5RmRFBNuSukY6sjRCUBqkFAfw1nrYTsN10HKPNIoB1zvn5phZe2C2mU13ztWsXHsmMCzxdSwwNfGviLQCtsaIzo1iVfFPDmPHxSAGWe9nYTsMl+uIfTmG6+SIfhjFW+/hIg5/RHzHpcj8CF6xBwEE/QP8o3xsXQP77Nayx3Ml1CISCgvq2Z3DT3zVFOzjXEkb59w6YF3i9g4zWwT0AWom1N8G/uTipSzfN7NCM+uVuK+INLHVq1dDaRNt1+kgsi2SvPDb2+oR/Wc0PgYnJjSs0oj+K0qQHeBVJkqP+0bkkwh8DpHyGqXHV0ZgE3gVXoP69Dv6zVd6fBusdqvT2mUrmGQXkZbIdXAE3fasf3Y4/ME+/pDUTDkYHOAP9nG2Z/Yi6BzUuWhR0sfMBgJHAh/U+lYfYFWN49WJttr3H29ms8xsVklJSVOFKSLpFFBnFyXzDfPr7rhUpw3DqutmwxazBvfZ0mmGWkSalW0zIvMiWJkRdA+IjYzFC7Zsh+hHUVyho/pL1XjlHuwkvlXeeiN2RAxvlxcv9rLZI+uVLPzBPsGhQWqfPQP80fFKXJG5iWIxhY7Y6Bi0D/vZZz4zKwCeBa5xztWt+d4AzrmHgYcBioqK9JePSJr07duXEitpmmJcDtzrDiuvUTp8aAAVidnm3W1dAoKBAd7sPXOyLurwT/DxZqRubep/2cfmWcP6PLn5LjD3Znj07dM3rX0qoRaR5uMg+l4Uq4gPrpHVEfwcP14psSQ+uFpJvBpiMDggWhwfomyXYQuM6hOryXo7K1mCPLogSnVBdbzAy+4+V0Ygi3ifa/b0Gf0wSuzUWtW6JIWZZRFPpp90zv29nlPWAP1qHPdNtIlIS7e79Pin0fjkRK8A/3A/vrwuEt/zPygM8Ef50A5iu2qVHu8Ur4iYUnq8h2t4ny2cEmoRaT7lJBPf3WyTYbtqFWsp9XAbUyc2LTC8VV4ymU6eu9ZrcJ9UkXrluSQldvB4FFjknPvNXk57AfihmT1N/GLEUq2fFmlF2kPsK/WUCT/Sx6914UpwSEBwSK3S470csV617n8AfbZkSqhFpPnkgctxKcmuK3RQRUoJcZefKOxSY+7T4XA9HSxP7dJ1c7iNDeuTrPQ/pVbkBOAy4FMzm5douxnoD+CcexCYRnzLvGLi2+ZdHkKcIiIZRwm1SBvWpFeM70WQHeBVe1hgBNEANoHzHS7iMN9wnsPHx4rj37eYxYu85AZ4H3sE2UH84hcXT85ZXrdPV+pwzmFRw2KJPiM+3ltN8Dyb4GrxMDjn3mE/19gndveY0DwRiYi0HEqoRaRZuSwX3x4J8Mq95DZLDkesIIYFRrR8z9Dk5/q4LEdkRyS53COIBgTtg2T6V7PPmimh38GPFw9o+ReQi4hIBlNCLdKGNekV4/tTBtHX9wxBhuF18OoUdvGC+EUrtqNGYZeYh3+Uj+sY/gYSTXG1uIiItCzah1pEwlFfDh8Qn1Gu3ba3c0VEpHnsou74XE3dIluxRHtNAfGLwhvSZwulGWoRCUcHCLoHeBvjf9c7c/hDfWyrEV2wZ2gKhgbx89bu2d806KrCLiIizaIMoh9E47sv5TliRTFcoSM6K4qtNYgSLz0+JCCyMIL32V5Kj+8ygi4BsWPjpcfr9Nm1ZY/pSqhFJDSx42PxrfB2GkHvAFfocN0d1R2r8TZ5sAO8zz28VV68sEu1BxXxvUuzXsrCH+ITHK6pahGRphKdF098AWynEZ0dxR/g461NLHKIQeTjCC7HEVlco/T4FxFcZ0dkfiRZRdHb7BFZEMEqrE6f1adVt+jrXbTkQ0TCE4FgYIA/3I9vdZfgejpcniOyLj4QW7kRnR/F7+rHKydWGFZlRBdFsTUteAQWEclwVlprn/9yw7bVLT3uldRNKW1z3ZLkVmr19kkLr7ulhFpEMpJtrjXgOsNbU09hl00axkREmkrQI/VTwKBzEK8JUIOLOPyBPs5S24O+AS6v1rndXb19tvQ6AVryISIZyXV2sKrGsTlc73oKu3Ru2evuREQymf8lHyy+1M4VOmJfisVLj1fG4ss6chz+iETp8WPipcfNN/whPq6nI3Z8jMinkdTS4wF1+2zhlFCLSMaxTQZV4Pf04xctZoM/zMdKLb52b50HPgSDA4K+WkMtItJkssA/up7S44cFBIfVKj3exxHrk5ocu46O2Im1EuZI/X22ZEqoRSSjeMUe0U/2DE2x4TFcd0f07SgWJHb56B4QOyHWoi9gERGR1kMJtYhklMiSSOrxZxGC7UEymYb4x4RWaikXMoqIiIRFV/OIiIiIiDSCEmoRySj+Ialr6vxh8YIBztszGx10DzQ7LSIiGUNLPkQkfJXEq26VWPwCliNjUAG2zeJLQJbHK3ERAO0g6KMLEUUEdu7cSbt27TDTBRX7FSM+jVpzKjUgXvq75ko7R7yceO0MsTrRVvOlzsQ+Q5IhYYhIWxb9OJosQW7bDCs2/ME+kfWJ0bMCIvMjVJ9eDXkhBioiGaGkpITJkyezYMECevbsyY033sjo0aPDDisz+RCZHcFbndgxaYRPMCjAW+wRWRqJ75g0KMD/ko9tSJQJrzCCbgGxY2qUCd/m4QoSZcI7uszrMyfcl1kJtYiErk4Rlx0W3zqvZpszbKvVKRIgIi3DlClTKC4uTktfX3zxBdu3bwdg/fr13HDDDRx66KFpmakeOnQoEydObHQ/TWYbeDMavmLXKoxIRWJyogoicyPwGUTL9qSAkWURWA9ehYe5RJnwEo/oP6IQgFedmPAoM6JvRwmyAyKVae4zJ6gb51KIljeszyD/AD653Ab0afjpDaGEWkRCF3QJiKzZ81le0D7AdXWwZs85zpyKuIgIAJWVlSnH1dXVxGIxsrJaeLm9/Rg6dOgB32flypWUVpQmjw2je3Z3trAl5bwu2V3YtnNbSlue5RFzMWI16oJbYHTK7sT2yu3p7TOrE9sravWZ050t5Q3rc1ifYft8HVL0ObjXcl+UUIsAQRAwc+ZMli9fzpe//GVGjBgRdkgt23bw1niQFy89SwTYBd4qDxwE/QLIJT5LscrD5TmCLkF8BrqjixdvqfDwe/l4JfGP/2JDYngrGt4nO8H1driOSsJFMkE6Z31//etf8/LLLyePBwwYwNSpU9PWf6Y6mNfwpZde4u67704e5+TkcNtttzFx4kSCYM+s7k9+8hOmTJnChg0bkm3f/va32bRpE//85z+TbYcddhhnnXVWxvV59dVXH/Brk05KqEWAe++9lxdffBGAxx9/nJtvvplvfOMbIUfVMtkmI/pOjSIsKwNix8bIeiMLq4i3uaWO6lOric6O4m2If+znzBE7IYZtM7Lm7Zllih0ew3VzB9fn4nifrruSapHW5Pvf/z6+7/OPf/yD3NxcbrvttrBDylhnnXUWGzdu5LXXXqOwsJBx48YxYsQIbr31Vv70pz9RVVXFOeecw1e+8hW6d+/O/fffz+rVqznhhBO4/PLL2bVrFwBz5szhkEMOYeLEifTq1Wuvfd5555045xg3blza+mxInGEz51rWL5qioiI3a9assMOQDJCu9Xi+77Nw4cKUttzcXIYNO4CPj/Yhk9fjTZw4kbkL5kJh+vr0yjy8qtT1fX6uv2e93T7agqwAi1lybRyAw+E8hxccfJ9B+ybcFWQbHDniSKZMmdKg081stnOuqOkCyiwas6Up7R5bG/rzJ02vtb0nDR2zNUMtApgZNf+4bCtbMKV7DRkk1utVlaa09erQi42VG1PaerbvSUllSUpbYbtCdu7cSSxWY20dRoQIAcF+77+3Pgf0GXDQz2e/mmAtnoiItCwZkVCb2QpgB/EdBWNtafZGDl66Zn2dczzwwAM8++yzAHiexw033MCYMWPS0n8ma4qZ80WLFnHttdcmP9I79thjufXWW7nqqqtYu3YtAD169OChhx7i7rvvZubMmQBkZWUxefJkli1bxn333Zfsr0ePHuTn57NmzZqUPn/605/ygx/8YL993n777YwcOTLtz1NERGS3jEioE77mnNsUdhDStjzzzDM88cQTxGIxOnToQF5eHrfffjtDhgwJO7QW6/DDD+exxx5j5syZdOvWjZNOOolIJMJDDz3EjBkzCIKAU045hYKCAv77v/+bf/3rX3z++ed8+OGHXHvttQwaNIgbbriBrVu3Mn/+fN5//30ikQhXXnklnuexbNky/vWvf3HBBRdw5plnMmTIEJxzdfpcv349J5xwAn36pHlvJBERkVpUelzarMWLFzN16lTKysqorKxk+/btZGdnK5lOg549e3L++eczZswYIpH4muaCggLOPvtsxo4dS0FBAQCRSISvfvWrLFu2jMWLFwOwfPly/vKXv5CVlcV7772Hc45YLMbDDz9M//79efXVV9mxYwdVVVU8//zz5Obm1tvnBRdcoGRaRESaRaYk1A543cxmm9n42t80s/FmNsvMZpWUlNRzd5EDt2jRojptO3fuDCES2Z1M77Z69Wrmz5+f0hYEAe++++5+7ysibUfN7dQkMzjnaGkbXqRDpiTUJzrnjgLOBCaY2VdrftM597Bzrsg5V9StW7dwIpRWZ9SoUXUuPszPzw8pmrZt1KhRKceDBw+mqCj1UoqsrCxOPfXUOu/Zl770pSaPT0Qyy+bNm7nuuutYsGABS5YsqfMHuITjmWeeYeHChSxYsIAHHnigTSXWGZFQO+fWJP7dCDwHHBNuRNIWDBkyhJ/85Cf06tWLLl260KFDB3bu3Mm8efOS53z88cc8/PDDTJ8+Hd/3Q4y2daqqquKll16iU6dOHHnkkeTn5zNq1CjGjh3LmjVrkuuvc3JyGD9+PB999BGnn346vXr1onPnzlxxxRV89atf3f8DiUir8sADDzB37lwgPo7cfvvtGqNDtmTJEqZOnUoQBDjn+Nvf/sYbb7wRdljNJvSLEs0sH/CcczsSt08DtEO7NIszzzyTM888k1/96le88sorAFx77bXccMMNeJ7HL3/5y+S5s2fP5qabbgor1Fbp5ptvZvbs2QDJ13vJkiXce++9yXO6detGQUEBDz74YPIX5qhRo/jtb38bSswiEr4lS5akHG/YsIFt27bRpUuXkCKS2u8JxJfknXrqqSFE0/wyYYa6B/COmX0MfAi87Jx7NeSYpA0pKyvjtddeS2l79tlnk9vo7TZ9+nRKS1P3V5aDt3z58mQyDfG1kM899xx/+9vfUs7bvHkzmzdvTpl9+uSTT+odvEWkbai91Ktfv3507tw5pGgE6l9GOXr06JCiaX6hJ9TOuWXOuS8lvkY45/5f2DFJ2+J5XnInit2ysrLIysra73ly8LKzs+u01fe6mxmeV3eoqu/+ItI2/OAHP+CUU04hEomQn5/P5MmT20xBrkw1cOBAbrrpJrKzs4lGo4wfP54TTjgh7LCaTdoSajPzzOxIMzvLzE4xs+7p6lukKWVnZ/Od73wneex5HhdffDHnn39+SgL9b//2b8mt2aTx+vTpwymnnJI8zsnJ4Tvf+Q6XXXZZynndunWjS5cu5ObmJttOPPFEBg0a1GyxikhmKSgo4Gc/+xnDhw9n8ODBGg8yxGmnncahhx7K4YcfzsUXXxx2OM2q0WuozWwIcCPwdeAzoATIBQ4xs53AQ8DjzjntbSMZ589//jN/+ctfkoVd8vPzueiii7j//vspKSnhiCOO4LjjjmP48OEceeSRYYfb6txyyy184xvfYOnSpcycOZPrrruOvn37cuONN7J9+3Zmz57Nhx9+SCQS4YorriA/P59u3bpx7LHHhh26iIhIUjpmqG8H/gwMcc6d7pz7rnPuPOfcKGAs0BG4bJ89iIRgwYIFPProo1RUVFBdXc327dvxPI9HHnmE3fudz58/nw0bNiiZbiKe53HcccexZMkSiouLgfge1E888QTOOT788EMAfN/n0Ucf5ZhjjuErX/mKlt6IiEhGafQMtXNur3P6iW3w7t3b90XCtHTp0jpt5eXllJWV7fc8Sa/ar/HatWtZuHBhSlsQBBQXF9OrV6/mDK3FMbPjge8CJwG9gApgPvAy8GfnnK6sFRFJs3SuoY6Y2Vgzm2hm1+3+Slf/Iuk2evToOhe7dezYka5du6a0HXXUUc0ZVptU+xOAYcOGccwxqdvRZ2VlccQRRzRnWC2Omb0CXAm8BpxBPKEeDtxKfCne82Y2NrwIRURap3TuQ/0iUAl8Cmi9tGSEL774gtdff528vDzOOussCgsLKS0tZdq0aZSVlTFu3DheffVVdu3aRUVFBWVlZVx66aXMmDGDVatWceihh1JZWcnLL7/M6aefTjQarbdPaZwf/ehHBEHAnDlzGDJkCNdccw29e/dm48aNPPXUU0QiESZNmkSnTp3CDjXTXeac21SrrQyYk/i628y61r2bSOZzztXZyaOhbdK82lKFxN3SmVD3TaybFskIy5cv5/vf/z67du0CYNq0aTz44IP88Ic/ZPXq1UB8h48HHniAZ555hunTpwMwZcoUrrvuOiKRCHfddVeyvzlz5vDd7363Tp9/+MMfyMnJaeZn17q0b9+eW2+9tU775ZdfnqyGpgsR9692Mm1mHagxzjvnttSTcItktIULF3LXXXfxxRdfcMwxx3DTTTcRBAF33nkn8+fPJycnh0WLFnHIIYfwwAMP8PLLL5Ofn8+4ceM488wzww6/TXnuuedYuHAhzjkefvhhxo0b12b+uElnQv2KmZ3mnHs9jX2KHLRp06YlE1+Ir8v9y1/+kkymIV6y9vnnn+ef//xnyn3/7//+r85ykDfffJP8/Pw6fX7wwQcqfy0ZxcyuAiYT/9Rw91SRAwaHFpTIQfB9n8mTJ7Nx40YAPvjgA373u98RBEHyouVdu3Zx2223cckll/Dcc88B8bH917/+NaNGjaJPnz6hxd+WfPbZZ0yZMiV5/NRTTzFs2DC+9rWvhRhV80lnQv0+8JyZeUA1YIBzznVI42OINFh9s8b5+fl12tq1a0ckEiEI9qxUysnJqZNQR6NR2rVrV+f+NfdHFskQPwaO0Gy0tHSbN29OJtO7LV68OKVyKsD69euZN29eSlsQBCxevFgJdTOpfSH57ra2klCns1Lib4DjgTznXAfnXHsl0xKmb3/723Tp0iV5PHLkSM466yxGjdqzMqlz585861vf4txzz022RSIRLr30Us477zyi0T1/c55//vmcd955dfo8+uijm/iZiBywz4GdYQch0lhdu3ats7PPyJEjGTlyZEpbnz59KCoqSmnzPI8RI0Y0eYwSN3LkyDrLO2r+vm3t0jlDvQqY79riSnTJSN26deOxxx7j3XffJRqN8sYbb3DuuefSrl07xo4dy/Dhw1m+fDlXXnklvu/ToUMHCgoKuPDCC7n77rvZunUrhx12GF/72tcYPnx4coeJ3X3m5eVx/PHHa09kyUQ/Bd41sw+A5Bol59zE8EISOXCe5zF58mR+85vfsGLFCo499liuvvpqnHNUVFQwc+ZMcnNzmTRpEkOGDGH16tW89NJLFBQU8J//+Z/07Nkz7KfQZgwePJjrr7+e3/72twRBwL//+79z0kknhR1Ws7F05b9m9hjx9XmvkDqA/yYtD5BQVFTkZs2alc4upZlMmTIlWbyjuW3cuJENGzaktPXv35+VK1emtEWjUYIgSFn+0alTJ/r27dsscTbE0KFDmTix7eRFu59rzbV5LZmZzXbOFe3/zEY9xofAO9Tadck593hTPm59NGZLU2pt40Nr0Nrek4aO2emcoV6e+MpOfImkKC4uZun8OfQv8Pd/cpqVV2QBqTPJ29Yuo86PQGwXQa3zdpZupjK2rmkDbKCVZZoNlwbJcs6pDoCISDNJW0LtnJucrr6k9epf4HNrUdn+T0yzGWtz+OOS9snj3EjANaPKuH1uRwK3Z83XNaPK+OOSAjbv2pO4ntavkvMGZ8Zy1NtnFYQdgrQMr5jZeOL1AWp+YrglvJBERFqvtCXUZjYdON85ty1x3Al42jl3eroeQ2Rf5m7K5uPNWfTN9zm5dyVZXnxGd+a6XNpFHN/st5NZm3LIjwb0yY/x/sYczh9cznsbcqkOoH9BjNmbsjm9XwUfb85mQ0WEfvkxtlcZ/1idW6fPvKjja70rKMxxlFYZb6zJZWfM48SelQxo3/yz8K3RkiVLWLt2LZFIhNLSUjp27Bh2SC3FxYl/f1qjTdvmiYg0kXQu+ei2O5kGcM5tNbPuaexfZK/eWJPL40v3zN4u3pbF2IE7uW12IdVBfAa6a67PpKO3Mml2J95ZH9/+LmqOnx29jWkr8/hg457t7y4bVoZn7LfPd9bnMOnordw2u5BNlZFkLD87ehsDlVQ3ysKFC/mv//ovYrEYEK+m+Oijj5KVlRVyZJnPOTco7BhERNqSdCbUvpn1d86tBDCzAewpKCDSpN5cm7oX9KySbPKjQTLxBdhUGWHayrxk4gsQc/GZ5Q83pi77f3NtLl6t4k4H0ufMdbkMbF+ejqfW4qTr4tPVq1cnk2mAVatWMX78eNq3b7+PezVMa7+w08wmAE/W+sTwYufc7/Zzvz8AZwMbnXNH1PP9McDzxK+XAfi7c+62dMYuItISpXMf6luAd8zsCTP7M/A2qR83ijSZ3Ejq325RD/Kidf+ey8+q29Yu6ojW+knIjbgD6DOo01b7vnLgahfW2Vub1Gtc7U8MgXENuN9jwBn7OWemc2504kvJtKRYsmQJ48eP57TTTuNnP/sZ27dvp7S0lFtuuYXTTjuNq666iqVLlxIEAVOnTuXss8/moosuYvr06QC89tprXHDBBZx99tk89NBDOOf22ef8+fPjF7ynsc+acUr9fN9nypQpfPOb3+SSSy7hrbfeAuDFF19k0aJFLFiwgD/+8Y8hR9m80nlR4qtmdhRwXKLpGlXpkubynYE7uefTDsnZ47P6VzCmdyXvb8xhS+ICw+GFVXylRyXzt2SxaFt8RrpTjs/JvXYRNXhpZR4QXwZy9oCdVPnG8h3RZJ/f7FfBkd121enzjH6VLNyazYKte/o8tU9lsz7/TJKumd/169czYcIEtmyJX0d33HHHcccdd6Sl7zYgYma2uy6AmUVowO5Lzrm3zWxgE8cmrVQQBEyaNIn169cD8M4771BQUIDv+7z77rsALF26lMmTJ3PJJZfwzDPPAFBeXs4vf/lLunbtyq9+9avktqVPP/00AwYM4PHHH99nnxUVFUyePJlLL700bX3ujvPPf/5znWIlAs8//3yyzHtFRQW333477du35ze/2bNT8p/+9CcGDx7MySefHFaYzarR+1Cb2UDn3Ip9fN+APs651Y16oATtadpyTZw4kcoVHzXZLh9bdnks2ppFn/xYcv3yLh8+3pyNZzBjTS6fbs0m23Oc2LOSwzpVU1wa5Y017fAdjOpSxZe7VVEVwLPL8imPeQwoqObEnrvomBPw3PI81u2MUpjtM6Z3JUM7xBjRuRrPIHCwYGsWO2PG6C5V5DTR7na3zyogd+CXW83+nvuzc+dO3n//fTp27MhRRx3VKn6xNdM+1HcBA4CHEk1XAaucc9c34L4DgZf2seTjWWA1sBb4sXNuwb7605jdch3o8q2qqiqWLFmS0padnZ38Xk0dO3aktLQ0pa1z587JP6D3dV5z9nnYYYc1+rqN1rjE7LbbbuPNN99MaRs7diwvvPBCStt5553HhAkTmjO0tGvOfajvMjOP+Lq62UAJkAsMBb4GnAr8N/EBWKTJdM4JOKHnrpS2nAgc072K55a349PEDHJVYLy5NpdDO1bz+uq85Lkfb87hyK5VPPN5PpV+fGnBF2VZ9C/zKdnksW5n/MdlW1WEf63P5TsDt7I7v/MMRnauboZn2bbk5eVxyimnhB1GS3QjMB74fuJ4OvD7NPQ7BxjgnCszs28C/wcMq31SYsu+8RAvoCQt04HWDnAOopZDrMZWpDnBTsCoqrG/f5YFZFdsAmomqo7cinXEP0ipcf/KEqKW1aA+cyrr9tmuYn2i7eD6jK2eh9+Iv+Nba+2A4cOHpyTU0WiUk046qU5CvbvCcFvQ6ITaOXe+mQ0HLgWuAHoBO4FFwDTg/znn2u7n35IR1pSn/ld3GEtK6846fF4aTSbTu60uj6RcdAhQUhmhKqDJZqJFGsM5FwAPJr7S2e/2GrenmdnvzKxr7eV9zrmHgYchPkOdzhikeR1o7YDPt1fy2JIC1pRHGNWliisPKyNw8Oji9ny6Jb6t6eWH7WBAgc/TxfnMWJdLfjTgvME7OaHnLmauy+Fvy/Ko9I2v9a7kgiE7Wb4jGlqfgxq5W1NrrR1wzjnnsGrVKl577TUKCwu5+uqrKSoq4tprr+W+++4jCAIuvfTSNrPcA9K0hto5t5D4RYkiGWlUlyo+KslJHreLBHy1vKsTJQAAIABJREFUVyVvrcvFrzFLcXyPKhZvy6akRgI9qks1myp9/rV+z04ih3asVjItGcfMXiSeyL7qnKuu9b3BwPeAFc65Pxxk/z2BDc45Z2bHEL+wfXPjopbWZEiHGL/48rY67deO2l6n7ZJh5VwyLHU3pJN67eKkXqmfNIbdp9QViUS49tprufbaa1Pax44dyz/+8Q8ArrjiijBCC006t80T2afVq1dTviMS2l/sXbKr2RGL4OGImuOeT9rTKStGWSxCAGR7AVMX5JPj+eRH4ktDCrICFmzyCIAOWTEqYh45EUdVzA/leXyxI0L+aq2ekr0aB1wH3GtmW9izBG8QUAzc75x7fm93NrOngDFAVzNbTXy5XhaAc+5B4Dzg+2YWAyqAi1xjL8QREWkFlFBLm9E5x6cw2+eL8hwqY7tnpR398qrYUhWlLBb/cdgBdM2ppnf2no/6IkCP3FidPkUyiXNuPXADcEPi4sJexBPfpc65nQ24/8X7+f79wP2Nj1REpHVRQi3Npm/fvlTG1jXZLh8NMaskm/vm1ywCYwzq6Fi9LnXddHbEQo1zb26fVUBu375hhyEtQGL3pRUhhyEi0iakNaE2sz7Et2pK9uucezudjyHSGPn1FGZpnxWQ5UFVjfosBfUUgBEREZH/396dx0dZnf0f/1wzmewEAomoLAIFBNxQIurTWtfaumvRVn/FYl2olbpUH2utilqttSytslilYKW4FIvySBWL1Iq4IiDKJgKyiAghQAhkz8yc3x8zGTJJgMBMMlm+79crr9xz5r7Pfc0MHC7OnEXqE7eE2sz+CPwYWAlUf1fuCO2YKNIs5KYGOLZjJct3hpbQy0kN8D+dy/GaY9bGDACSPY6LupdSUOYhN21vlh10UFDuoVNKsM7OiiIiItJ2xbOH+jLgaOdcxQHPFGlipX5j3LJ2fL4rmSRznHVkGcd3qmLZTh/3L8rGOTiuYyXf7lxOid/DX1a2oyzgoXumn9uP202J33hiWRbby71k+YLcNGAPx2jdaRGRQ+IcvLw+nXnfpJKe5LiiVwmDD6vko/xkXl6fQZk/tMTdD3uW8lWxl6mrq5e4q+LavsU44NkvMiNL3A07uphuGYGY6szQN5Mx+/e//82qVatwzvHcc88xdOjQRIfUZOKZUK8jNBtcCbU0O//elBbZbtzvjHnhjV3+uzktcs6yncmc2KmCl9ZlUBFeyf+r4iReWZ9OQdnetah3V3l45otMxpy6d2MXkebEzL4NPMjeIXgGOOdcr0TGJVLt/a0p/GtjaGOtPVXwl5XtaJ9cxNOftyMYXsp01sZ0Dk8PMHN9emQp04+3pZDmdQQckaVQ1+72MGF5FhcfVdqwOtMCzNxQt87r+jW/eTMtyfr16xk1ahTVC/9MmTKFHj168J3vfCfBkTWNmBNqMxtPaGhHKfCpmb1FjaTaOde69tuUFumbkuhFox3Gmt11N3ZZX5wUSaZrXltQa2OX7drYRZq3KcCvCO1eG9vOFCKNoPbGWkFnfJSfEkl8qy3d4avT/n6xKylq/wCA/DIvy3Y2sM7C+utsqw52i/l92bFjB7VX0Xz88cd56aWXYq67JWzfHo+RoIsINdqzgIeBD8KPF4efE0m4E3Mqox6nJwU548gyvBb9l/87nSvonBadfwzMqaxz/YAOlUqmpTkrcs694Zzb5pzbUf2T6KBEqvXKih4yZzhOyq3EiG6T+2dX0TEluk3uleXnW7Wuz0kN0K9DPXXmVNSts0P9dUps0tPTG1TWWsVj6/GpAGZ2m3PuiZrPmdltsdYvEg/fPryCEr/x3pZU0pKCdEgOMndTOj/qVcKSHSlUBiAnLcDb36RyxpFlrNvtI7/US25agM3FXo5ID3D2kWWsLvLRo52fH3+r5MA3FWliZnZS+PBtMxsNvEL0N4afJCQwkVrOOKKCTcVJzN+SSpo3NN75uI5VDDu6mJfXZVAeMM48opzvHlFBl4wAz6zKZEupl2M7VnF17xIcUFzlYUWhjyPSA9zQr5ieWX6+LqlVZyd/g+tsq+LZ8ztjxgymTZtGZWUll156KT//+c+xNjI2Mp7fcQwDnqhVdm09ZSIJcV7Xcr57eDl3L8hmVXg8tccc955YxL82pvHxttD61B9tgx9/q4Q+WVW8+OXe3RBP6FjJ7wfX3apWpBkZW+txXo1jB5zdhLGI7JPH4Kd9SxjapwRPjXzrrCMrOOvICoKOSHmf9n7+cMquqDKAuwburlMWa50SmyuuuIIhQ4bgnMPjaVvLYcVjDPXVwP8DeprZrBpPtQN2xlq/SDwt25nMrsq9YzWC4QmKn+5IiTrv3S0pdRrZz3Yms7vSyErWTHBpnpxzZwGYWS/n3Lqaz5mZJiRKs7OvZLa+8ljKDvZcOXRm1mZ6pWuKRw/1B8AWIIfo3pE9wNI41C8SN+2Sg3XK2icHSfG6qMmI7XwOT63x1ckeR4pXybS0CDOAk2qV/RMYlIBYRERavXiMod4IbAROO9Q6zMxLaALjZufcRbHGJOIPwtYyL4elBkiuMXmwQ3KQgZ0qIj3SndMCnHpYOV6PY9aGdBxGitdx0VGlFFcZ6/ckUR7wYDgu61FKQXndOkWaCzPrBxwDtDezH9Z4KgtITUxUIiKtXzx3StwD1O6+KyKUKN9Z++vHWm4DPifU6IvEZP0eL08sy6KwwktGUpCfD9hD7yw/f1qaxdrdPrzmOPOIMgblVrKwIDm0sQvGMdmhcXa7Ko3xy7OoDBqHp/k5v1sJmclBnluTyUvrMiJ1ntBJG7tIs3M0cBHQAbi4Rvke4MaERCQi0gbEc1Li48DXwAuENhG4CvgW8AnwDHBmfReZWVfgQuD3wB1xjEeaoa+KvTyyKPPAJ8ZgU2ky5YHQZIgSv4dxy7LITAqwqyr0xz3gjHlbUvl8p5f8iuTIdSsKU1hb6KUSL47Q8I+tZUnMWJdOlbM6dfbIqGjyjV2+KvbSt2lvKS2Ic+5V4FUzO80592Gi4xERaSvimVBf4pw7ocbjSWb2qXPubjP77X6uexz4NaFJjPUys+HAcIDu3bvHJVhper17926S+/g//xzYu6ao3xnBtI5QtbvGWUZVxuFQET1vtsqTjAtGj7P2+zLxV1XVqTPlqEFNPou5L033PkrLU2OjreoJ41G00ZbE06KCZF5elx5aju7Ici7tUcbXxV6mrcnk6xIvx3es5Kd9Q0vcTVudwdKdyXTN8PPTviUcmR7g1Q1pzNsS2iZ8SM9SBuVWtug6pW2LZ0JdamY/IjQZBuAKoDx8XO9MLjO7CNjmnFtsZmfuq2Ln3CRgEkBeXp5mhbVQTbXL0dixY3nttdcij08++WS+//3v88gjj0TKsrKyGDt2LMOHD6eqau/QjaOOOopAIMBXX30VKRs6dChbtmypU+eoUaMa+ZWIHLTqzbS+DQwApocfXwmsTEhE0ioVlHl4ckW7yI6Fr6zP4LDUADM3ZJBfFppk8kF+KileR8AZH+SHhvCv2pXM+OUeLupexswNGQAUVsDEFe24Z2BRTHVenMA6O6cFOLVz9AZg0rZY7W0iD7mi0JJMTxCanOiAjwhtfbsZGOSce6+ea/4AXEOo6y+V0BjqV5xzQ/d1n7y8PLdokTZglH2rqKjg2WefZcmSJfTt25frr7+e9u3b869//Ys5c+aQlpZGRkYGXq+Xvn37snjxYsrLy9m4cSMAP/rRj9iwYQNff/01ubm5OOfo1q0blZWVLF++PKpOkYNlZoudc3kHPjOme3wEfMc55w8/9gHvOudObcz71kdtdsv1wx/+kJLCbRzVru7u9burPOSXJ0eVZSb5KfZH99P5LPSNX5XzHPDcLJ+f3VVJBzzvYOps7/NT1AR1Zvn8dE6tu9vixj1eMrIP45VXXqnznLQMDW2z49ZDHZ50ePE+nq6TTIevuQe4ByDcQ/2/+0umRRoiJSWFn//853XKL774Ys455xyGDh1KYWEhAPPmzePxxx/n+eefZ/fu0JCQyZMnc/3119OrVy8mTZoUuT4vL4+nnnqqaV6ESGyyCXVQVI9pygyXicRFiqduZ1ya11EWcJGeW4BUr8MBVTVyzSRzpHocxVFXOzK8QXbXmut9MHWmeR3FUTmtIz0pSFHtOj2OMotvnan1vB/StsRzlY9cQrPIe9Ss1zl3XbzuIRKrhQsXRpJpgGAwyOzZs1mwYEHUeXPnzq0zPnrRokXs3LmTjh07NkmsIjF4DFhiZm8TmiT+XeDBhEYkLU7Xrl0p92/hvrziep+f+3UVr6xPpyJgnH5EOT/tU8Ka3UlMWdWObWVe+nWo5BcD9uAwnlrZjlW7fHROC3BDvz18K8vP1NWZvLc1hVSvY0ivUs7pUs7cr1NbbJ3eeqbUPLIok9SuXRv5k5LmIJ5jqF8F3gX+A9T9fugAnHPzgHlxjEekjvqS4ZycHNLT0yktLY06z+PxsGHDhkhZamoq6enpTRGmSEycc38zszeAU8JFdzvntiYyJml9vte1nHO6lBN0kBROJvt18DPqlEKqgtRYr99xz4lFVAaIWsP/un7FXNO3GK/t3bGwJdcpbVs8E+p059zdcaxPJO6OO+44zj77bP773/8CoUmIp59+Oh6Ph7///e8AZGRkcMMNN2BmrF69muLiYjweDzfeeCOpqdobQ5ovM+vnnFtlZtW7JG4K/z7SzI50zn2SqNikdfJY3e27zah386v6ynz1JKMtuU5pu+KZUL9mZhc452bHsU6RuLv//vu5+uqrKS4u5o033oiMt05PTyc3N5eJEyeSkRGa1T19+nSWL1/OUUcdRefOnRMZtkhD3EFoidGx9TzngLObNhwRkbYhngn1bcBvzawSqCQ0bs8557T7oTQ7vXv35uOPP+bNN9+MlJWWluL3+yPJNISS7MGDByciRJGD5pwbHv59VqJjERFpS+K5ysc+N2YRaY62bNlSp6yyUuuISstnZu8B7xCa1/K+c25PgkMSEWnV4jaU3kKGmtn94cfdzExde9JsnXrqqSQnR6+jmpWlL1SkVbgG+AIYAnxgZovM7M8JjklEpNWK55CPJ4EgoTF6DwPFwETg5DjeQyRuOnfuzNixY/nHP/5BWVkZa9euJT8/n1deeYXLLrusybcVF4kX59x6MysnNPyuEjgL6J/YqEQObMn2ZF5Zn06Z3zi7SzkXdC/jmxIvz6/J4OsSLyd0quL/9S7GYbywNoOlO3x0ywwwtE8xh6cHeW1jGvO+CW0T/sOeJQzMqaq3TpF4i2dCfYpz7iQzWwLgnCs0s+QDXSSSSMceeyyPPPII//u//xvZ2GX8+PHs2bOHYcOGJTg6kUNjZl8C24EXgCnALc65YGKjEtm/HeUexi/fu6X39C8z6JQSYOaGdLaUhtKVd7Z4SfI4Ag7mbwmturRrp5dxy7O4+KhS/rlu7xyY8cuz+O1JRXXqzEkNMPgwDe+T+IpnQl1lZl5CM8mrN3pRAy7N3q5du1i8eHFU2VtvvaWEWlqyccB3gKuBE4F3zGy+c+7LxIYlLc1XxV4eWZTZJPfaXeWJ2r0Q4O+r0+ts/T3/m5Q6124uSeK51dH7BPid8cTSzDp1TludzptfNU1/31fFXvo2yZ0k0eKZUI8DZgKHmdnvgSuA++JYv0ijSE9PJyMjg5KSkkhZbm5uAiMSiY1z7gngCTPLBH5GaJfErkA9K+yK1K93795Ne8PycvLXrIkqyjqsO+XbtuH3793/Oz0rG+ccVeFvFQGSkpJol3sExbUmm7c/ohdFX30VVZaZ253UTp0a4QXU1ZcEvI+SEPFc5eN5M1sMnENoybzLnHOfx6t+kcaSn5/PkCFDmDZtGs45srKyuPHGGxMdlsghM7OxhHqoM4EPgJGEVvwQabBbb721ye/50ksvMXXqVMrLyznvvPO48847+eyzzxg9ejT5+fkcc8wxPPDAAzjneOihh1i5ciU+n49Ro0ZxzDHHMHr0aN566y3S0tK49tprueKKK+qtMykpnv2JImDOudgqMKu7l3MNzrmdMd2glry8PLdo0aJ4ViltVDAY5JFHHuHtt98GIC0tjc6dO/OXv/xFOyJKozGzxc65vEa+xxXAu865/Ma8T0OozZaDVVVVhd/vJy0tLVIWDAYpLS0lMzN6+MmIESPweDyMHz8+UlZWVkZSUhI+n2+/dYo0REPb7Hj8F20xoXHT1YOUqjN0Cx/3isM9ROJu4cKFkWQaQo1wZWWlkmlp8ZxzMxIdg8ih8vl8UckwgMfjqZNMA3i9dUcx1Zc011enSDzFnFA753rGIxCRppafX7fzrqqqKgGRiIiISEumhXalzTrttNPq9Ea3b98+QdGIiIhIS6VR+dLmrFu3jhdeeIHi4mKGDRvGF198QWlpKZ9//jlbtmzhH//4B1deeWW9XyWKNGdNPadFRERClFBLm1JcXMxtt91GcXExAAsWLGDMmDE899xz7NmzB4Cnn36a0tJSrrvuukSGKnIoas9pqUlzWkREGknMCbV6RKQlWbhwYSSZrjZnzhw+/fTTqLJ58+YpoZYWR3NapDXavHkzEydOZP369ZxyyincdNNNOOd46qmnWLVqFampqWzevJkuXbrwz3/+k9dee43MzEx+9rOfkZfXqAvqiEQ0xiofNalHRJqVzp071ynr0qULmZmZUYl2feeJtCRmlg30ASITBZxz8xMXkcihue+++9iwYQMAr776Kl6vl0AgwKxZs4DQZPKRI0dyzTXX8OSTT0au++1vf8uLL75IpybaxEXatpgnJTrnejrneoV/1/5RMi3NyoABA7jkkkswC/3/r1+/fgwZMoRf/vKXkbLs7GyGDx+eyDBFYmJmNwDzgTnAQ+HfDyYyJpFDUVBQEEmmqy1cuJCFCxdGla1bt4733nsvqqyqqqrOt48ijSWuY6jVIyItwa9+9SuuuuoqSkpKIlvCfv/73+fVV1+lsrKSJ598kuTk5ARHKRKT24CTgY+cc2eZWT/g0QTHJHLQsrOzyc7OprCwMFLWq1cvgsEg33zzTaSsU6dO9OvXj7feeivq+l691K8nTSNuCXW4R+Q2oCvwKXAq8CFwdrzuIRIvRxxxRJ2ypKQkkpKSlExLa1DunCs3M8wsxTm3ysyOTnRQIgcrKSmJ3/zmN4waNYodO3bQt29ffvGLX+CcY+vWraxZsyZyzvHHH8/KlSt55513SE5O5qc//Sk9e2pagTSNePZQq0dERKR5+NrMOgD/B8w1s0JgY4JjEjkkgwcPZvr06ezevZvs7OxI+aRJk7j55pvxer2RyYcjR46kuLgYn89HSkpKokKWNiieCbV6REREmgHn3OXhwwfN7G2gPfBGAkMSiYnX641KpqslJdVNY+rbolykscVzp8TaPSKvoh4RaYZWr17NyJEjueOOO/jvf/8LQGFhIZs3b+bLL79k2rRp+P3+BEcpcujMbFr1sXPuHefcLOCZBIYkItKqxa2HWj0i0hIUFRVxxx13UFJSAsCSJUvIzMxk2rRp7NwZWjL9mWeeoby8nBtvvDGRoYrE4piaD8zMCwxKUCwiIq1ePCclTnPOXQOhHpHqMuCaeN1DpKZx48axdu3ag7pm165dkWS62qOPPkpRUVFU2YwZM1i2bFnMMQL07t2bW2+9NS51ieyPmd0D/BZIM7Pd7N0foBKYlLDARERauXgO+VCPiDR79a3gkZKSgtfrPeB5Is2dc+4Pzrl2wGjnXJZzrl34p5Nz7p4DXW9mz5jZNjNbvo/nzczGmdlaM1tqZifF/UWIiLRA8dh6XD0ikhCH2us7ceJEXnnlFYLBIMcffzyPPvooCxYsYPTo0ZSXl5Obm8tjjz2m9UulJbvXzIYCPZ1zD5tZN+AI59zHB7juWWAC8Pd9PH8+ob0G+gCnAH8J/xY5aDNnzuT1118nMzOTa6+9loEDB7J48WL+/ve/U1JSwiWXXMIll1zCli1beOqppyJbj99444045/jrX//K6tWrSUlJYevWrRx++OEx1amOFImFOefiU5HZHxrSAxKrvLw8t2jRosa+jbRyBQUFlJWV0b1790hZSUkJW7ZsoWfPnnV6rEXixcwWO+fyGvkefwGCwNnOuf7hTbfedM6d3IBrewCvOeeOree5p4F5zrkXw4+/AM50zm3ZV31qs6U+8+fP54EHHog8TklJYcKECdx8881UVVVFyh955BGeeeYZ1q1bFym74oorCAQCzJw5M1LWp08fhg4dGlOdI0aMiPvrlJavoW12PBNqD/D/OPgekYOixllEWrImSqg/cc6dZGZLnHMnhss+c86d0IBre7DvhPo14DHn3Hvhx28Bdzvn9tkoq82WajXnvXz99ddRux8CdOzYMTI5vFqHDh3YtWtXVFlKSgrOOSorK6PK27dvX2c+zMHU2bdvX0DzXiRaQ9vseI6hngicRiipBigOl4mISNOqCs9jcQBmlkuox7pJmNlwM1tkZosKCgqa6rbSgqSmptYpy8jIqPe82t8YpqSk1Nm0JSkpibS0tJjqFIlFPDd2OaW6RwTAOVdoZhqQJCLS9MYBM4HDzOz3wBXAfXGodzPQrcbjruGyKM65SYTn0OTl5cXna1Bp8Wr2+lZUVPDII4/w3nvvkZyczNChQ7nmmmuYOnUqzz//PH6/n9NPP517772XRYsWMXr0aHbt2kWvXr14+OGHcc5x//33s379erKzs/n1r3/NiSeeGFOdRx55ZALfHWnp4jnkYwHwP8DCcGKdS2jM3olxuUGYvj4UkZasKYZ8hO/TDziH0ETxt5xznzfwuh7se8jHhcAvgQsITUYc55wbvL/61GbL/hQWFpKSkkJ6enqkrKSkhKqqKjp06BApq6qqYteuXeTm5kZdX1BQQIcOHfD5fHGrU6SmhrbZ8eyhbqweERERaQAzSwVuAnoDy4CnnXMN3vbTzF4EzgRyzOxr4AHAB+CcewqYTSiZXguUAj+LZ/zS9tS3nXh9wzR8Pl+9iW99ZbHWKXIo4rlT4vNmtpi9PSKXNbRHRERE4mIqUAW8S2iJu/7A7Q292Dl39QGed4CWQhARqSXmSYlmlmpmt5vZBOAMQj0iEw7i68VUM/vYzD4zsxVm9lCsMYkciu3bt3PLLbewY8eORIcicqgGOOeGOueeJvQt4XcTHZCISFsQj1U+pgJ5hL5ePB8Yc5DXVxBaK/UEYCDwAzM7NQ5xiRyUiRMnsnTpUv76178mOhSRQxVZbPdghnqIiEhs4jHkY4Bz7jgAM5sCHNS60+GvEIvDD33hH80Klyb17LPPMm/ePDweD3PmzOF//ud/+O531bknLc4J4R1rITT0ruYOts45l5W40EREWq949FDH3CNiZl4z+xTYBsx1zi2IQ1wiDVJeXs5zzz0XVfbEE08kKBqRQ+ec8zrnssI/7ZxzSTWOlUyLiDSSePRQx9wj4pwLAAPNrAMw08yOdc4tr37ezIYDw4GoraJF4qGiooJAIBBVVnsHLxEREZF9ibmHOp49Is65XcDbwA9qlU9yzuU55/K0xI3EW/v27encuXNUWf/+/RMUjYiIiLQ08dx6/JCYWW64ZxozSwO+B6xKbFTS1owdOxYzIxgM4vF4+N3vfpfokERERKSFSHhCDRwBvG1mS4GFhMZQv5bgmKSN6dKlCxdeeCEAF154IZ06dUpwRCIiItJSxHOnxEPinFsKxHV7cpFDMWzYMDZs2MCwYcMSHYqIiIi0IAlPqEWai5ycHMaPH5/oMERERKSFaQ5DPkREREREWiwl1CIiIiIiMVBCLSIiIiISAyXUIiIiIiIxUEItIiIiIhIDJdQiIiIiIjFQQi0iIiIiEgMl1CIiIiIiMVBCLSIiIiISAyXUIiIiIiIxUEItIiIiIhIDJdQiIiIiIjFQQi0iIiIiEgMl1CIiIiIiMVBCLSIiIiISAyXUIiIiIiIxUEItIiIiIhIDJdQiIiIiIjFQQi0iIiIiEgMl1CIiIiIiMVBCLSIiIiISAyXUIiIiIiIxUEItIiIiIhIDJdQiIiIiIjFQQi0iIiIiEgMl1CIiIgewfft2brnlFnbs2JHoUESkGVJCLSIish8bNmzg9ttvZ9myZfzhD39IdDgi0gwpoRYREdmHsrIybr31VjZv3oyZsXjxYt58881EhyUizYwSahERkX345JNP2LNnT1TZtGnTEhSNiDRXSqhFRET2oXPnznXKtmzZkoBIRKQ5U0ItIiKyD71796Znz55RZeeee26CohGR5koJtYiIyH6MGjUKj8dDIBDA6/Vy4403JjokEWlmlFCLiIjsR05ODhdccAFmxgUXXECnTp0SHZKINDNJiQ5ARESkuRs2bBgbNmxg2LBhiQ5FRJohJdQiIiIHkJOTw/jx4xMdhog0Uwkf8mFm3czsbTNbaWYrzOy2RMckIiIiItJQCU+oAT9wp3NuAHAqMMLMBiQ4JhGRNsfMfmBmX5jZWjP7TT3PX2tmBWb2afjnhkTEmQjaelxE9ifhCbVzbotz7pPw8R7gc6BLYqMSEWlbzMwLTATOBwYAV++jc2O6c25g+GdykwaZIJs2beKOO+5g2bJl/PGPf0x0OCLSDCU8oa7JzHoAJwILEhuJiEibMxhY65xb55yrBP4BXJrgmBKurKyMW265hU2bNmFmLFy4kP/85z+JDktEmplmk1CbWSbwMnC7c253reeGm9kiM1tUUFCQmABFRFq3LsCmGo+/pv5vC4eY2VIzm2Fm3ZomtMRZsmQJRUVFUWVTp05NUDQi0lw1i4TazHyEkunnnXOv1H7eOTfJOZfnnMvLzc1t+gAbwerVqzn//PNZu3ZtokMREWmofwE9nHPHA3OBejPL1tQJUt+/Odp6XERqS3hCbWYGTAE+d879KdHxxFNxcTEPPfQQ5513Htdffz3Lli0D4JlnnuGmm26irKyMX//61wmOUkQEgM1AzR7nruGyCOfcDudcRfjhZGBQfRW1pk6QPn36cNRRR0WMai5WAAAeyUlEQVSVnXPOOQmKRkSaq4Qn1MC3gWuAs2vMHL8g0UHFw5QpU5g3bx5VVVWsW7eOBx54gLfeeotp06bhnMPMKCws5O233050qCIiC4E+ZtbTzJKBq4BZNU8wsyNqPLyE0CTyVm/MmDFRW48PHz480SGJSDOT8ITaOfeec86cc8fXmDk+O9FxxcOKFSuiHhcWFvLxxx/XOU+bBYhIojnn/MAvgTmEEuWXnHMrzOx3ZnZJ+LRbw/sFfAbcClybmGiblrYeF5ED0U6JjeiYY45hzZo1kcfZ2dkMHjyYN998M+q87du3N3VoIiJ1hDszZtcqG1nj+B7gnqaOqznQ1uMisj8J76Fuza6//nrOOOMMfD4fPXv25KGHHuKcc84hKysL5xzOOYLBID169Eh0qCIish/VW4+rd1pE6qMe6kaUmZnJgw8+WKd89OjR3HDD3g3GRo4cWeccEREREWkZ1EOdAH379o30Svfo0YPevXsnNiAREREROWTqoU6Q++67j9tuu0290yIijaysrIzp06ezZs0a8vLyuPTSS/F4PMyePZsPP/yQbt26cdVVV5GVlcWnn37Kv/71L1JTU7nyyivp0aMH33zzDdOnT6eoqIjzzz+fU045JeY6RaR1UULdiKqXWKqvrG/fvrzxxhsABINBPJ66Xxbsq1xERBru97//Pe+//z4AH3zwAYWFhWRlZTFx4sTIOcuXL2fEiBHceeedBINBAObPn8/kyZO59dZb2bFjR6Rs9OjRzJw585DrfO6552jfvn2TvHYRaRrmnEt0DAclLy/PLVq0KNFh7NeyZcsYM2YMmzZtYvDgwdxzzz34/X7+8Ic/sHjxYnr06MHdd99Nnz59GDduHG+88QaZmZnceOONnH/++cyaNYtnnnmGsrIyLr74Ym6++WYl1iKthJktds7lJTqOppKoNnvcuHGsXbuWQCDAypUro57z+XwkJSVRVlYWVZ6dnU1hYWFUWadOnSLJdLUOHTqwa9euQ66za9euZGdn07t3b2699dZDen0i0jQa2marh7qBqhvnA3HOsWrVKvx+PwALFizgZz/7GcFgkKKiIgA2bNjAiBEjSElJiTS+hYWFjBo1ipdeeokNGzZE6nv55ZdZsGAB2dnZB7y3GmcRkWgejwev10sgEIiU+Xy+Ot8emhk+n6/O9SkpKXXKkpKSGlxncnJyvdeLSOuibs84q6qqiiTT1UpLSyktLY0qCwaDVFRUUNvu3bvrlNW+VkRE9u/WW29l3LhxjB8/njvvvDOS7GZkZPDoo4/ypz/9KTLswuPxcNNNNzFlyhT69OkTqeP0009n2rRpXHDB3s17u3XrxtNPP93gOidPnlynzilTpjBu3Dh1gIi0IhryEWfBYJCf/OQnbN26NVJ28cUXU15ezty5cyNlKSkp5OTksHnz5kiZ1+tl7Nix3HHHHZHxdgD3338/Z599dtO8ABFpVBrykRg7duxg/fr19O/fn4yMDADKy8tZsWIFXbt2pXPnzkCoDV+xYgVpaWlRKzANHz6cQCDApEmTIol0rHWKSPOnIR+NqLS0lDlz5lBUVMTZZ59N9+7dcc4xf/58Vq9ezVVXXcWcOXPYsGEDAwYMIDU1lV69elFeXs6iRYvo1q0b27dvx+/3M2TIEObOnUtmZiYnnHACS5YsYfjw4cyaNYvS0lJOOOEEvvzyS9q3b8+gQYMAWLlyJR988AHdunXjnHPO0deHIiIH0KlTpzqbsqSmpkba1Woej4fjjjuuzvWpqakAUcM6Yq1TRFoPZWIHKRAIcPvtt0e2FH/xxRcZP348b775Ji+//HLkvNtuu42OHTvy4IMPsnjxYgDOOOMMpkyZwvDhwykuLgZCs8Off/557rjjjsiqH8nJyXXqfOGFF6LqrP5m4cMPP6x38xgRERERaRpKqA/S0qVLI8k0QGVlJTNnzuStt96KOm/GjBl06tSJmkNq3nnnHXJyciLJNMCWLVt48cUXY6qzoKCA3NzcuL1GEREREWm4VplQN3RFjkNRUlJSp2zBggV1JiJu3769zrJKEEqAa/vPf/4TU50jR46sd3Z6PGjlEBEREZH9a5UJ9dq1a1mybCXB9I51n6zu3TXbf1l1ee2yYJAkjw9PsCp0CkZ+qcPrTcXrLwuXQUnQh6vykARU1xDwpvJNcRCfeTAXmnQYNC9fF/ljqnPpxu31x96Q17mv1w54SnfWKRMRERGRaK0yoQYIpnekfMBFUWXJ+StI+eZTCPqpyulDefdT8e7JJ23De3gqi/G3O5yyXmeCC5K27h2SivMJpGRR3vM7BNJzSd34Ab6da3HmoyKnL8H0jpi/nJT8laE623cj0O5wgt5kUrd8hqdyN/6MHPztuxNMySB52xckl2wjkNwOf8ejCKZ0wLtnC77CdbHXWV+cnmQqup5EVW6/Br9250uLvF+pK19r0s9MRKQxlJeXM2PGDNauXcugQYO46KKLMDPmzp3LBx98QPfu3bnyyivJzMxk+fLlvPbaa6SmpjJkyBC6detGfn4+33zzDYFAgMWLFzNo0KCY6xSR1qVVLpv3wx/+kILCIoLpe2dfW9CPrzx6tyq/LxNvVSnG3iXqAt4UDIcnUBkpc+Yh4E0jyb93uIcD/MlZ+Cqj140+qDqT0kiqakidGXirypqkzkBKVuSxp3QHudnteeWVVxCR+NCyeU3vgQceYP78+ZHH1157LVlZWYwbNy5SNnDgQG6++WZuvvnmyHC7rKwspkyZws0330xBQQEQ2qxl7Nix/N///d8h1zlt2jSysva2tSLSfDW0zW4zCbXHX05S5Z6o8wLeFLyB6M1VnHkBFxmSETnXk4w3WBld5k3FGyg/9DrrObf+OpPxBqLv3Vh1VqXtHSajhFok/pRQ16+x5r40563HG4PmvYjEV5teh7pr167kVyRFDfmwij1kLnsZY+9/ICqOOo3UzYvxVOxNtKty+kDQT/KOvQ17ILUDlYcfS9qG9yJlzjyU9TmHjFWz41tn77PJ+OKN6Dq7n0bqN580SZ3lR50WeZy68jW6dj287hssIhJn+537Egvn8GHR7V/AUREIRG0V7ICCPRV1/lHM311ep2zHnnI8MdS5vmAP63bW3Sk3Vpr3IpI4rTKhro9LaUdZrzNJ+WYJFqgkkHkY3pICKg47Bl/hejzluwik5+AIjb+uDPYkac83BFOyQuOaK0uo6HwMvp3rcV4fgYxcfLu+orxrHsnb18SvzqJNdess3R7XOisP64e/Uy9K0zqQ+tVHeMp34W/fjfKubabTTESaofrmvsRDoOALUjd+iOFwniTKep+L8/rIWD0HC1TigIoug6jMPZqML97AWxbqUa5q35Wy3ueSuv5dknd+GYoxpR2lR19AUtGmmOqsbyJ4rDTvRSRx2kxCDeDv2AN/xx6kbvyQ5IJVkfLyboMJ+vqTvm5epKyqQ3dK+l1E5spZJJWExs4FkzMoPuYyMr54I9Iz7MxDydEXkLxjbYuoM5i5d73qYHpHSvtdEMtbKiLS7FXlHo0/qwveskL8mYdBUgoAe46/kqQ9+QRS2+NSQ2OaSwZcgnfPVvD4CITby/Je36Xy8GOwqnIC7Q4HjzfmOkWkdWm1CbWndGf9/1t3Dl/Z9qiilK8X4cwTVebb9RWePduw8FJ2AJ7KEtKXz4wsZQdgLkjamrl4ao1bPpg6M+qrc/VcPME417nmPwRS2tV9T/Yh9PWhhnyISMvnUjLxp2RGF3qT8XeoteKGeQhkHVnn+ppzcuJVp4i0Hq0yoe7du/c+nwsGg3z++U6Cwb2T+VKTffh8vqgdDAE6Z2eyfXv0ZL4jO7Zj27boSSe57TPYtavq0OvslEV+fnSdOe3TKSqKb5257dPp0uVgEuTD9/teioiIiEgrTagPNMP5+eefZ/LkyQB4PB7uvvtuOnTowN13301VVain97LLLuOaa67hF7/4Bdu2bQOgb9++jB49mt/97ncsXrwYCC2BNHr0aObPn8/UqVMjdd51112kpaXx4IMPRtV5+eWXc9dddx2wzjFjxjS4zvriHD9+PPfeey/Vs+uzsrJ4/PHHtf6piIiISJy1yoT6QH7yk59w0kknsWbNGgYOHEj37t0BmDZtGh9//DHdunVj4MCBAPztb3/jvffew+v18v7773P55ZeTmprKhRdeyIABA8jPz+eXv/wlFRUVnHrqqQwePJjk5GSefvppCgoK6NOnD2eddRadO3fmn//8J8OGDSM3N5ecnBxSU1Pp0qXLIdfZv3//OnGmpKRw2mmnkZyczGOPPcbHH39MYWEh3/72t2nfvn3C3nMRERGR1qpNJtQA/fv3p3///lFlnTt35uKLL44qS09P57zzzmPGjBm8/fbbAJSWljJ79mxOPfVURo8eHTn3o48+4pRTTmHKlCmRdUfXrFlDt27dWLlyJatWhSYYFhQURNYsjaXOq6++uk6cNXm9Xk477TREREREpPG02YT6YNXecMA5x8KFC+uct2LFijqL+H/55ZeUl0ePca6qqqqzAcDB1iki0tJVVFRwySWXUFlZGfoHadcWkst34CndSSDrCKo69QYzknauJ6loE8HU9lQeNgC8Pjwl20ku+ALn9VF5WH9cSjussoTkbSsxfwVVnXqHVuUI+knetqpV15m+6t94qopZtqyA119/nQsvvDDRH61Im6KEuoEGDRrEnDlzIo99Ph/nn38+r7/+OoFAIFJ++umn88UXX7Bp06aoaysqKnj99dcjZampqbRr146ioqJDrlNEpKU7//zzqd6x1wO0W/tvIis07/wSqyzFJaWQ9tWHkWuSdm+lvNvJZKx6PbJbrG/HlxQPuISMVbPxVIYmbvu2r6X06B+QvG0VvsL1zajOS+NbZ/6KqA1lxowZw/e+9z2Sk5MP/gMRkUPSKrcebywvvPACr7/+Ou3ateO6665j8ODBvP/++0ydOpXS0lIuueQSfvSjH7Fx40YmTJjAhg0bOO200/jFL36Bc44JEyawcOFCjjzySDZt2oTP5+Pcc89l3rx5pKen861vfYt27dqRm5vLf/7znwPWmZaWlpD3QUQOnbYej3bWWWdFPXaA1XpMrTKAIOBpYJk1szoDgDfOddZ24okn8qc//ekAZ4nIgTS0zVZC3cQ2bdrE8OHDI0NAcnJymDx5MrfddhsbN24EQmOfH3/8cY499thEhioijUAJdbTaCXVtZoaZRS0hCqF2suY3eQBJSUn4/f4DnhdrnR6Pp861B1NnfWWx1lnbFVdcwYgRI/Z7jogcWEPbbA35aKBx48bVGUd9KLZu3Ro1nnr79u3ccMMNbN++d7OZQCDAyJEj6dq160HV3bt37wMuGSgi0px07NiRnTt3Rh57PB6cczjnSE5O5pFHHiEjI4O77rqL0tJSAK699louv/xybrnlFr766isA8vLyeOyxx3j44Yd55513gNBE8/Hjx/Pee+8xfvz4Vltnhw4d2LVrV9T7qmRapGmph7qB4pVQb9u2jfz8/Kiyzp071ynr1KkTRx55cDtrKaEWaf7UQ13XtGnTeOmllzj55JMZOXIkmzdv5ssvv+S4444jOzsbgD179vDpp5/SrVs3evToAYDf7+eTTz4hNTWV4447DrPQ4IiVK1dSVFTEoEGDIuOIY63zhhtuwO/3M2nSpLjVGc84Fy5cyOjRo+nZsyejRo065M9LRKJpyEcztW7dOu699162bt0KQHZ2NtOnT+fBBx/kgw8+AEK9DRMmTKBLly6JDFVEGoES6papurNi3LhxCY5ERJqShnw0M5s3b2bkyJGsW7eODh06YGb4/X52797N7t27efjhh/nkk0/YtWsXp556KpmZmYkOWUREREQa4EAThSVOnnzySdatWwfArl27IstEOeeYOnUqHo+HvLw8zj33XCXTIiIiIi2IEuomUp1M11ZVVcWbb77ZxNGIiIiISLwkPKE2s2fMbJuZLU90LI1p8ODB9ZYnJSXV2TJcRERERFqO5jCG+llgAvD3BMfRqG666SbMjIULF9KxY0eWLVsWWV902LBhiQ5PRKTVqqqq4rXXXmPNmjXk5eVx9tlnA/D+++/z4Ycf0q1bNy699FJSU1NZu3Yts2fPJjU1lUsvvZTOnTuzc+dO8vPz8fv9rFy5kgEDBhxUnSLS+iU8oXbOzTezHomOo7GlpaVx++23s3HjRoYPHx5ZsN85R3FxMZ06dUp0iCIirdLo0aOZO3cuAG+88Qb5+flkZWUxZsyYyDlLlizh5z//OSNGjKCyshKAOXPmMHnyZG655Ra2bdsGhFb7ePzxx5k1a1aD6nzsscea6mWKSAI1i2Xzwgn1a865A24N2NKXYJo8eTLPP/98VNnAgQP585//nKCIRKQpadm8plG9d0AgEGDlypVRzyUnJ+P1eikrK4sqz87OprCwMKosJycnauMtqH8jlX3V2a9fP3w+X70xau8AkeavoW12wsdQN4SZDTezRWa2qKCgINHhxKS+FTyWL2/Vw8dFRBLGzPB4ov+p83q9eL3eOuclJdX90rb2edVlDa2zehMXEWndEj7koyGcc5OASRDq7UhwODE5//zzee655ygpKYmUff/7309gRCIirU/Nnt8ZM2YwceJEAHw+HyNHjiQjI4Nf//rXlJeXAzB06FCGDBnCiBEj2Lx5MxD69nDMmDE8+OCDvPfee0Cox3rChAm8++67Darzuuuua7LXLCKJoyEfCbBlyxaGDh1KVVUVycnJTJ8+XWOoRdoIDflIjI0bN7J27VpOOOEEcnJygNCeAJ988gndu3end+/eAFRWVvLxxx+TlpbGiSeeGOmJ/uyzzygqKuLkk08mLS3toOoUkZarxWw9bmYvAmcCOUA+8IBzbsq+zm8ujXOsxo4dy6xZs7j00ku54447Eh2OiDQRJdQiIi1Hi9l63Dl3daJjSIRhw4axYcMGLZknIiIi0sIlPKFuq3Jychg/fnyiwxARERGRGLWIVT5ERERERJorJdQiIgKAmf3AzL4ws7Vm9pt6nk8xs+nh5xe0hU25REQaQgm1iIhgZl5gInA+MAC42swG1DrteqDQOdcb+DPwx6aNUkSkeVJCLSIiAIOBtc65dc65SuAfwKW1zrkUmBo+ngGcY9q5RERECbWIiADQBdhU4/HX4bJ6z3HO+YEiQIvoi0ibp4RaRETiysyGm9kiM1tUUFCQ6HBERBqdEmoREQHYDHSr8bhruKzec8wsCWgP7KhdkXNuknMuzzmXl5ub20jhiog0H0qoRUQEYCHQx8x6mlkycBUwq9Y5s4Dq3aiuAP7rEr3drohIM6CNXUREBOec38x+CcwBvMAzzrkVZvY7YJFzbhYwBZhmZmuBnYSSbhGRNk8JtYiIAOCcmw3MrlU2ssZxOXBlU8clItLcWUv7ts7MCoCNiY4jTnKA7YkOQqLoM2meWtPncpRzrs0MLFabLU1An0vz05o+kwa12S0uoW5NzGyRcy4v0XHIXvpMmid9LtIc6M9h86TPpflpi5+JJiWKiIiIiMRACbWIiIiISAyUUCfWpEQHIHXoM2me9LlIc6A/h82TPpfmp819JhpDLSIiIiISA/VQi4iIiIjEQAn1PphZ8X6e+6AR7/vbxqq7JUjU+95QZjbbzDocwnUPmtn/NkZMTamxPx8zu8TMfnMI1x3w3mY22cwGHFpk0typzU4MtdnNm9rspqMhH/tgZsXOucxaZUnOOX9T37ctSdT73tj3M7MHgWLn3JhExRAPCfx70SzfD2k+1GYnhtrsxoshHtRmNx31UB+AmZ1pZu+a2SxgZbisOPz7CDObb2afmtlyMzu9nuuPMbOPw+csNbM+4fKhNcqfNjOvmT0GpIXLng+fd0e47uVmdnu4LMPMXjezz8LlPw6XjzSzheGySWZmTfMuxV8c3vePzOyYGo/nmVle+L17JvzeLzGzS8PPX2tms8zsv8Bb+7qHmW0ws5zw8U/Dn+lnZjYtXNbDzP4bLn/LzLrXE9vAcHxLzWymmWXXiPFxM1sE3BbntzSuGvHzudbMJoTLnjWzp8xsATDKzHLNbK6ZrQj3XGys8VkU14hrnpnNMLNVZvZ89d+D6nuEj39gZp+EP7u3wmWDzezD8J+LD8zs6MZ8D6VxqM1ODLXZarPbfJvtnNNPPT+E/mcKcCZQAvSs57k7gXvDx16gXT31jAd+Ej5OBtKA/sC/AF+4/EngpzXrDh8PApYBGUAmsAI4ERgC/LXGee3DvzvWKJsGXJzo9zGB7/uvgIfCx0cAX4SPHwWGho87AKvD7++1wNfV7+G+7gFsILQD1DHha3Nqvvfhz3VY+Pg64P/Cxw8C/xs+XgqcET7+HfB4+Hge8GSiP4MEfz7XAhPCx88CrwHe8OMJwD3h4x8Arsb7XzOuIqAroQ6DD4Hv1Hh/84BcYFN17DU+uywgKXx8LvByot9v/STkz6ba7MS872qzW+bncy1qs3HOqYe6gT52zq2vp3wh8DMLfTV0nHNuTz3nfAj81szuJrR9ZRlwDqGGd6GZfRp+3Kuea78DzHTOlTjnioFXgNMJNdjfM7M/mtnpzrmi8PlnmdkCM1sGnE2oAWnJYnnfXwKuCB//CJgRPj4P+E34fZ8HpALVPRJznXM7G3iPs4F/Oue2A9S47jTghfDxNEKfYYSZtQc6OOfeCRdNBb5b45Tp9byW5qoxPp/a/umcC4SPvwP8A8A592+gcD9xfe2cCwKfAj1qPX8qML869hqfXXvgn2a2HPgzLf/vT1umNjsx1GY3b2qzG5ES6oYpqa/QOTef0F+szcCz4a+TLg9/bfKpmeU5514ALgHKgNlmdjZgwFTn3MDwz9HOuQcbGoxzbjVwEqFG+hELfW2YSqjX5Arn3HHAXwk1PC1ZLO/7ZmCHmR0P/Ji9jZ4BQ2q8992dc5/Xvl9992icl1hHva+5mWqMz6dB9ziAihrHASCpgdc9DLztnDsWuJiW//enLVObnRhqs5s3tdmNSAl1DMzsKCDfOfdXYDJwknNuZo2/+IvMrBewzjk3DngVOB54C7jCzA4L19MxXBdAlZn5wsfvApeZWbqZZQCXA++a2ZFAqXPuOWA0oYa6+g/SdjPLZO//JFudhrzv4VOnA78m9PXq0nDZHOCWGmO0TmzoPWqd8l/gSjPrFD6/Y7j8A+Cq8PFPCH2GEeGeqULbO0btGuAdWpEYP5/9eZ9Qzwhmdh6QfYghfgR818x6huuq/uzaE/oHBUJfY0orozY7MdRmN29qs+Ojof8LkPqdCdxlZlVAMVDf/4h/BFwTPmcr8KhzbqeZ3Qe8aWYeoAoYAWwktLvQUjP7xDn3EzN7Fvg4XNdk59wSM/s+MNrMguFrf+Gc22VmfwWWh++zsJFec3NwJgd+3yH0ldQThP4XW+1h4HFC77EHWA9cdLD3cM6tMLPfA++YWQBYQugv9C3A38zsLqAA+Fk9dQ8DnjKzdGDdPs5pyc7k0D+f/XkIeNHMriH0tfxWoL6vJvfLOVdgZsOBV8J/BrYB3wNGAVPDfzdfP9h6pUU4E7XZiXAmarObszNRmx0zLZsnIi2CmaUAAeec38xOA/7inBuY6LhERKSuttZmq4daRFqK7sBL4R6KSuDGBMcjIiL71qbabPVQi4iIiIjEQJMSRURERERioIRaRERERCQGSqhFRERERGKghFpaDTO718xWmNnS8GL0p8Sx7tlm1iFe9YmItHVqs6U10Sof0iqEl+S5iNCC9BVmlgMkx6t+59wF8apLRKStU5strY16qKW1OALY7pyrAHDObXfOfWNmG8xslJktM7OPzaw3gJnlmtnLZrYw/PPtcHmmmf0tfP5SMxsSLt8QbvAxs6Hhuj41s6fNzBv+edbMloev/VWC3gcRkZZAbba0KkqopbV4E+hmZqvN7EkzO6PGc0XOueOACYR23ILQbk9/ds6dDAwhtN0qwP3V5zvnjie0XW2EmfUHfgx8O7xAfYDQdrUDgS7OuWPD9/pb47xMEZFWQW22tCoa8iGtgnOu2MwGAacDZwHTzew34adfrPH7z+Hjc4EBZlZdRZaZZYbLr6pRb2GtW50DDAIWhq9NI7QN6r+AXmY2ntAWqG/G79WJiLQuarOltVFCLa2Gcy4AzAPmmdkyYFj1UzVPC//2AKc658pr1lGjsd4XA6Y65+6p84TZCcD3gZuAHwHXHeRLEBFpM9RmS2uiIR/SKpjZ0WbWp0bRQGBj+PjHNX5/GD5+E7ilxvUDw4dzgRE1yrNr3eot4AozOyz8fEczOyo8Vs/jnHsZuA84KfZXJSLSOqnNltZGPdTSWmQC48PLJPmBtcBwQrPIs81sKVABXB0+/1ZgYrg8CZhPqJfikXD5ckJj7R4CXqm+iXNupZndB7xpZh6gilBjXgb8LVwGUKc3REREItRmS6tizrkDnyXSQpnZBiDPObc90bGIiMj+qc2WlkpDPkREREREYqAeahERERGRGKiHWkREREQkBkqoRURERERioIRaRERERCQGSqhFRERERGKghFpEREREJAZKqEVEREREYvD/Aav3UMsTIrCwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(12, 12))\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, color=\".25\", ax=axs[0, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, ax=axs[0, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, color=\".25\", ax=axs[0, 1])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, ax=axs[1, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, color=\".25\", ax=axs[1, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, ax=axs[1, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, color=\".25\", ax=axs[1, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we try to cluster this data using a method such as _k_-means, we'll be unsuccessful. Consider:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn.cluster\n",
    "estimator = sklearn.cluster.KMeans(n_clusters=context.solid_config)\n",
    "estimator.fit(iris[['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris['K-means cluster assignment'] = estimator.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11e68e438>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=3, nrows=3, figsize=(12, 12))\n",
    "\n",
    "sns.scatterplot(x=\"Sepal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "p = sns.scatterplot(x=\"Petal width (cm)\", y=\"Petal length (cm)\", data=iris, ax=axs[2, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "axs[1, 0].axis('off')\n",
    "axs[2, 0].axis('off')\n",
    "axs[2, 1].axis('off')\n",
    "\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "palette = sns.color_palette()\n",
    "setosa = mpatches.Patch(color=palette[0], label='Iris setosa', alpha=0.5)\n",
    "versicolor = mpatches.Patch(color=palette[1], label='Iris versicolor', alpha=0.5)\n",
    "virginica = mpatches.Patch(color=palette[2], label='Iris virginica', alpha=0.5)\n",
    "\n",
    "class_0 = mlines.Line2D([], [], marker='o', color='lightgrey', linestyle='None', markersize=10, label='Class 0')\n",
    "class_1 = mlines.Line2D([], [], marker='X', color='lightgrey', linestyle='None', markersize=10, label='Class 1')\n",
    "class_2 = mlines.Line2D([], [], marker='s', color='lightgrey', linestyle='None', markersize=10, label='Class 2')\n",
    "\n",
    "axs[2,0].legend(handles=[setosa, versicolor, virginica, class_0, class_1, class_2])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that _versicolor_ and _virginica_ individuals are incorrectly classified by the _k_-means estimator."
   ]
  }
 ],
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